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-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/APRIORI.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/AbstractAlgorithm.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/AbstractDistanceBasedAlgorithm.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/AbstractPrimitiveDistanceBasedAlgorithm.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/Algorithm.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/DependencyDerivator.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/DummyAlgorithm.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/KNNDistanceOrder.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/KNNJoin.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/MaterializeDistances.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/NullAlgorithm.java37
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/AbstractProjectedClustering.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/AbstractProjectedDBSCAN.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/ClusteringAlgorithm.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/DBSCAN.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/DeLiClu.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/EM.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/KMeans.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/OPTICS.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/OPTICSTypeAlgorithm.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/OPTICSXi.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/SLINK.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/SNNClustering.java66
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/CASH.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/COPAC.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/ERiC.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/FourC.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/ORCLUS.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/cash/CASHInterval.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/cash/CASHIntervalSplit.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/CLIQUE.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/DiSH.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/PROCLUS.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/PreDeCon.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/SUBCLU.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/clique/CLIQUESubspace.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/clique/CLIQUEUnit.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/ByLabelClustering.java48
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/ByLabelHierarchicalClustering.java54
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/TrivialAllInOne.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/TrivialAllNoise.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/ABOD.java45
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/AbstractAggarwalYuOutlier.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/LOCI.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/LOF.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/LoOP.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/OutlierAlgorithm.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/SOD.java65
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/meta/ExternalDoubleOutlierScore.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/meta/FeatureBagging.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/meta/RescaleMetaOutlierAlgorithm.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/AbstractDistanceBasedSpatialOutlier.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/AbstractNeighborhoodOutlier.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuGLSBackwardSearchAlgorithm.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMeanMultipleAttributes.java39
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMedianAlgorithm.java4
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMedianMultipleAttributes.java39
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMoranScatterplotOutlier.java47
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuScatterplotOutlier.java39
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuZTestOutlier.java39
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/SLOM.java47
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/SOF.java5
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/TrimmedMeanApproach.java4
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/AbstractPrecomputedNeighborhood.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/ExtendedNeighborhood.java58
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/ExternalNeighborhood.java58
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/NeighborSetPredicate.java40
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/PrecomputedKNearestNeighborNeighborhood.java3
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/weighted/LinearWeightedExtendedNeighborhood.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/weighted/UnweightedNeighborhoodAdapter.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/weighted/WeightedNeighborSetPredicate.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/trivial/ByLabelOutlier.java65
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/trivial/TrivialAllOutlier.java46
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/outlier/trivial/TrivialNoOutlier.java46
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/statistics/DistanceStatisticsWithClasses.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/statistics/EvaluateRankingQuality.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/algorithm/statistics/RankingQualityHistogram.java43
77 files changed, 1599 insertions, 1484 deletions
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/APRIORI.java b/src/de/lmu/ifi/dbs/elki/algorithm/APRIORI.java
index 326e3167..5cfb7073 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/APRIORI.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/APRIORI.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Arrays;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/AbstractAlgorithm.java b/src/de/lmu/ifi/dbs/elki/algorithm/AbstractAlgorithm.java
index 45e88d19..61a695eb 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/AbstractAlgorithm.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/AbstractAlgorithm.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.lang.reflect.InvocationTargetException;
import java.lang.reflect.Method;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/AbstractDistanceBasedAlgorithm.java b/src/de/lmu/ifi/dbs/elki/algorithm/AbstractDistanceBasedAlgorithm.java
index 9f544584..394ea55b 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/AbstractDistanceBasedAlgorithm.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/AbstractDistanceBasedAlgorithm.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.distance.distancefunction.DistanceFunction;
import de.lmu.ifi.dbs.elki.distance.distancefunction.EuclideanDistanceFunction;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/AbstractPrimitiveDistanceBasedAlgorithm.java b/src/de/lmu/ifi/dbs/elki/algorithm/AbstractPrimitiveDistanceBasedAlgorithm.java
index 82539bd0..ad49563a 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/AbstractPrimitiveDistanceBasedAlgorithm.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/AbstractPrimitiveDistanceBasedAlgorithm.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.distance.distancefunction.EuclideanDistanceFunction;
import de.lmu.ifi.dbs.elki.distance.distancefunction.PrimitiveDistanceFunction;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/Algorithm.java b/src/de/lmu/ifi/dbs/elki/algorithm/Algorithm.java
index 8f1acf41..40f24914 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/Algorithm.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/Algorithm.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.data.type.TypeInformation;
import de.lmu.ifi.dbs.elki.database.Database;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/DependencyDerivator.java b/src/de/lmu/ifi/dbs/elki/algorithm/DependencyDerivator.java
index 03592077..86fc3e51 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/DependencyDerivator.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/DependencyDerivator.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.text.NumberFormat;
import java.util.List;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/DummyAlgorithm.java b/src/de/lmu/ifi/dbs/elki/algorithm/DummyAlgorithm.java
index 83ddc66e..d864f18c 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/DummyAlgorithm.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/DummyAlgorithm.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.data.NumberVector;
import de.lmu.ifi.dbs.elki.data.type.TypeInformation;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/KNNDistanceOrder.java b/src/de/lmu/ifi/dbs/elki/algorithm/KNNDistanceOrder.java
index 8f0ec441..35065973 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/KNNDistanceOrder.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/KNNDistanceOrder.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Collections;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/KNNJoin.java b/src/de/lmu/ifi/dbs/elki/algorithm/KNNJoin.java
index 75c44334..6dac350d 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/KNNJoin.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/KNNJoin.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Collection;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/MaterializeDistances.java b/src/de/lmu/ifi/dbs/elki/algorithm/MaterializeDistances.java
index 5a6baf4e..345fda1a 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/MaterializeDistances.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/MaterializeDistances.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Collection;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/NullAlgorithm.java b/src/de/lmu/ifi/dbs/elki/algorithm/NullAlgorithm.java
index f740ac06..6c13e68e 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/NullAlgorithm.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/NullAlgorithm.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.data.type.TypeInformation;
import de.lmu.ifi.dbs.elki.data.type.TypeUtil;
@@ -52,7 +53,7 @@ public class NullAlgorithm extends AbstractAlgorithm<Result> {
}
@Override
- public Result run(@SuppressWarnings("unused") Database database) throws IllegalStateException {
+ public Result run(Database database) throws IllegalStateException {
return null;
}
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/AbstractProjectedClustering.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/AbstractProjectedClustering.java
index 03f9a166..5712d814 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/AbstractProjectedClustering.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/AbstractProjectedClustering.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.AbstractAlgorithm;
import de.lmu.ifi.dbs.elki.algorithm.clustering.subspace.PROCLUS;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/AbstractProjectedDBSCAN.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/AbstractProjectedDBSCAN.java
index bf138d55..95d88b93 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/AbstractProjectedDBSCAN.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/AbstractProjectedDBSCAN.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Iterator;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/ClusteringAlgorithm.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/ClusteringAlgorithm.java
index deac96ed..2f05e44b 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/ClusteringAlgorithm.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/ClusteringAlgorithm.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.Algorithm;
import de.lmu.ifi.dbs.elki.data.Clustering;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/DBSCAN.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/DBSCAN.java
index d9aaefa3..2576c5f6 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/DBSCAN.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/DBSCAN.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.List;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/DeLiClu.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/DeLiClu.java
index d034c489..d4d6d20a 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/DeLiClu.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/DeLiClu.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.Collection;
import java.util.Iterator;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/EM.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/EM.java
index 6384dee6..c1285659 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/EM.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/EM.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.List;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/KMeans.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/KMeans.java
index 800e12a4..38ea89c2 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/KMeans.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/KMeans.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Collections;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/OPTICS.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/OPTICS.java
index 807886a1..24985e24 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/OPTICS.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/OPTICS.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.List;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/OPTICSTypeAlgorithm.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/OPTICSTypeAlgorithm.java
index d701d01c..e8b113d7 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/OPTICSTypeAlgorithm.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/OPTICSTypeAlgorithm.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.Algorithm;
import de.lmu.ifi.dbs.elki.database.Database;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/OPTICSXi.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/OPTICSXi.java
index 9c2e9284..f7bd10c7 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/OPTICSXi.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/OPTICSXi.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Collection;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/SLINK.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/SLINK.java
index 429d9491..e1329888 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/SLINK.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/SLINK.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Collections;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/SNNClustering.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/SNNClustering.java
index 3bdb224e..3bde2932 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/SNNClustering.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/SNNClustering.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering;
-/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+/*
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Iterator;
@@ -40,7 +41,6 @@ import de.lmu.ifi.dbs.elki.database.ids.DBIDUtil;
import de.lmu.ifi.dbs.elki.database.ids.ModifiableDBIDs;
import de.lmu.ifi.dbs.elki.database.query.similarity.SimilarityQuery;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.Distance;
import de.lmu.ifi.dbs.elki.distance.distancevalue.IntegerDistance;
import de.lmu.ifi.dbs.elki.distance.similarityfunction.SharedNearestNeighborSimilarityFunction;
import de.lmu.ifi.dbs.elki.logging.Logging;
@@ -71,14 +71,12 @@ import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameters.IntParameter;
*
* @apiviz.uses SharedNearestNeighborSimilarityFunction
*
- * @param <O> the type of DatabaseObject the algorithm is applied on
- * @param <D> the type of Distance used for the preprocessing of the shared
- * nearest neighbors neighborhood lists
+ * @param <O> the type of Object the algorithm is applied on
*/
@Title("SNN: Shared Nearest Neighbor Clustering")
@Description("Algorithm to find shared-nearest-neighbors-density-connected sets in a database based on the " + "parameters 'minPts' and 'epsilon' (specifying a volume). " + "These two parameters determine a density threshold for clustering.")
@Reference(authors = "L. Ertöz, M. Steinbach, V. Kumar", title = "Finding Clusters of Different Sizes, Shapes, and Densities in Noisy, High Dimensional Data", booktitle = "Proc. of SIAM Data Mining (SDM), 2003", url = "http://www.siam.org/meetings/sdm03/proceedings/sdm03_05.pdf")
-public class SNNClustering<O, D extends Distance<D>> extends AbstractAlgorithm<Clustering<Model>> implements ClusteringAlgorithm<Clustering<Model>> {
+public class SNNClustering<O> extends AbstractAlgorithm<Clustering<Model>> implements ClusteringAlgorithm<Clustering<Model>> {
/**
* The logger for this class.
*/
@@ -124,7 +122,7 @@ public class SNNClustering<O, D extends Distance<D>> extends AbstractAlgorithm<C
/**
* The similarity function for the shared nearest neighbor similarity.
*/
- private SharedNearestNeighborSimilarityFunction<O, D> similarityFunction;
+ private SharedNearestNeighborSimilarityFunction<O> similarityFunction;
/**
* Constructor.
@@ -133,7 +131,7 @@ public class SNNClustering<O, D extends Distance<D>> extends AbstractAlgorithm<C
* @param epsilon Epsilon
* @param minpts Minpts
*/
- public SNNClustering(SharedNearestNeighborSimilarityFunction<O, D> similarityFunction, IntegerDistance epsilon, int minpts) {
+ public SNNClustering(SharedNearestNeighborSimilarityFunction<O> similarityFunction, IntegerDistance epsilon, int minpts) {
super();
this.similarityFunction = similarityFunction;
this.epsilon = epsilon;
@@ -310,18 +308,20 @@ public class SNNClustering<O, D extends Distance<D>> extends AbstractAlgorithm<C
* @author Erich Schubert
*
* @apiviz.exclude
+ *
+ * @param <O> object type
*/
- public static class Parameterizer<O, D extends Distance<D>> extends AbstractParameterizer {
+ public static class Parameterizer<O> extends AbstractParameterizer {
protected IntegerDistance epsilon;
protected int minpts;
- private SharedNearestNeighborSimilarityFunction<O, D> similarityFunction;
+ private SharedNearestNeighborSimilarityFunction<O> similarityFunction;
@Override
protected void makeOptions(Parameterization config) {
super.makeOptions(config);
- Class<SharedNearestNeighborSimilarityFunction<O, D>> cls = ClassGenericsUtil.uglyCastIntoSubclass(SharedNearestNeighborSimilarityFunction.class);
+ Class<SharedNearestNeighborSimilarityFunction<O>> cls = ClassGenericsUtil.uglyCastIntoSubclass(SharedNearestNeighborSimilarityFunction.class);
similarityFunction = config.tryInstantiate(cls);
DistanceParameter<IntegerDistance> epsilonP = new DistanceParameter<IntegerDistance>(EPSILON_ID, IntegerDistance.FACTORY);
@@ -336,8 +336,8 @@ public class SNNClustering<O, D extends Distance<D>> extends AbstractAlgorithm<C
}
@Override
- protected SNNClustering<O, D> makeInstance() {
- return new SNNClustering<O, D>(similarityFunction, epsilon, minpts);
+ protected SNNClustering<O> makeInstance() {
+ return new SNNClustering<O>(similarityFunction, epsilon, minpts);
}
}
} \ No newline at end of file
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/CASH.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/CASH.java
index b2707ee7..4a0b391c 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/CASH.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/CASH.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.correlation;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.Arrays;
import java.util.List;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/COPAC.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/COPAC.java
index c127f9d3..8fc30b3d 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/COPAC.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/COPAC.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.correlation;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.Collection;
import java.util.HashMap;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/ERiC.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/ERiC.java
index 7867f3cf..75633853 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/ERiC.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/ERiC.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.correlation;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.List;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/FourC.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/FourC.java
index 037243a4..93d0cc99 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/FourC.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/FourC.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.correlation;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.clustering.AbstractProjectedDBSCAN;
import de.lmu.ifi.dbs.elki.data.Clustering;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/ORCLUS.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/ORCLUS.java
index c904a921..924e1786 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/ORCLUS.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/ORCLUS.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.correlation;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Collections;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/cash/CASHInterval.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/cash/CASHInterval.java
index 83932e9c..6c5db740 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/cash/CASHInterval.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/cash/CASHInterval.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.correlation.cash;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.logging.Logger;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/cash/CASHIntervalSplit.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/cash/CASHIntervalSplit.java
index e0f01b58..62ff658f 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/cash/CASHIntervalSplit.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/correlation/cash/CASHIntervalSplit.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.correlation.cash;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.HashMap;
import java.util.Map;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/CLIQUE.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/CLIQUE.java
index dcb5690a..dfc4e1cd 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/CLIQUE.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/CLIQUE.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.subspace;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Collection;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/DiSH.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/DiSH.java
index 63ff12bd..987c7eda 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/DiSH.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/DiSH.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.subspace;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.BitSet;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/PROCLUS.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/PROCLUS.java
index 70b9be21..92c2248c 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/PROCLUS.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/PROCLUS.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.subspace;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.BitSet;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/PreDeCon.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/PreDeCon.java
index 1c58d717..22e9c150 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/PreDeCon.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/PreDeCon.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.subspace;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.clustering.AbstractProjectedDBSCAN;
import de.lmu.ifi.dbs.elki.data.Clustering;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/SUBCLU.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/SUBCLU.java
index 99e955f8..c0edb2ea 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/SUBCLU.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/SUBCLU.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.subspace;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.BitSet;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/clique/CLIQUESubspace.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/clique/CLIQUESubspace.java
index 9715953d..1874c9e8 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/clique/CLIQUESubspace.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/clique/CLIQUESubspace.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.subspace.clique;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.BitSet;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/clique/CLIQUEUnit.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/clique/CLIQUEUnit.java
index 495e3930..4b6fa9ad 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/clique/CLIQUEUnit.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/subspace/clique/CLIQUEUnit.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.subspace.clique;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.HashMap;
import java.util.Iterator;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/ByLabelClustering.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/ByLabelClustering.java
index 5acd8cb3..87c2c482 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/ByLabelClustering.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/ByLabelClustering.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.trivial;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.HashMap;
import java.util.Map.Entry;
@@ -28,12 +29,14 @@ import java.util.regex.Pattern;
import de.lmu.ifi.dbs.elki.algorithm.AbstractAlgorithm;
import de.lmu.ifi.dbs.elki.algorithm.clustering.ClusteringAlgorithm;
+import de.lmu.ifi.dbs.elki.data.ClassLabel;
import de.lmu.ifi.dbs.elki.data.Cluster;
import de.lmu.ifi.dbs.elki.data.Clustering;
import de.lmu.ifi.dbs.elki.data.model.ClusterModel;
import de.lmu.ifi.dbs.elki.data.model.Model;
import de.lmu.ifi.dbs.elki.data.type.TypeInformation;
import de.lmu.ifi.dbs.elki.data.type.TypeUtil;
+import de.lmu.ifi.dbs.elki.database.Database;
import de.lmu.ifi.dbs.elki.database.ids.DBID;
import de.lmu.ifi.dbs.elki.database.ids.DBIDUtil;
import de.lmu.ifi.dbs.elki.database.ids.ModifiableDBIDs;
@@ -116,6 +119,17 @@ public class ByLabelClustering extends AbstractAlgorithm<Clustering<Model>> impl
this(false, null);
}
+ @Override
+ public Clustering<Model> run(Database database) {
+ // Prefer a true class label
+ Relation<ClassLabel> relation = database.getRelation(TypeUtil.CLASSLABEL);
+ if(relation != null) {
+ return run(relation);
+ }
+ // Otherwise, try any labellike.
+ return run(database.getRelation(getInputTypeRestriction()[0]));
+ }
+
/**
* Run the actual clustering algorithm.
*
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/ByLabelHierarchicalClustering.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/ByLabelHierarchicalClustering.java
index 16c68e54..3bda8174 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/ByLabelHierarchicalClustering.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/ByLabelHierarchicalClustering.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.trivial;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.HashMap;
@@ -28,6 +29,7 @@ import java.util.Map.Entry;
import de.lmu.ifi.dbs.elki.algorithm.AbstractAlgorithm;
import de.lmu.ifi.dbs.elki.algorithm.clustering.ClusteringAlgorithm;
+import de.lmu.ifi.dbs.elki.data.ClassLabel;
import de.lmu.ifi.dbs.elki.data.Cluster;
import de.lmu.ifi.dbs.elki.data.Clustering;
import de.lmu.ifi.dbs.elki.data.model.ClusterModel;
@@ -67,7 +69,7 @@ public class ByLabelHierarchicalClustering extends AbstractAlgorithm<Clustering<
* The logger for this class.
*/
private static final Logging logger = Logging.getLogger(ByLabelHierarchicalClustering.class);
-
+
/**
* Constructor without parameters
*/
@@ -75,13 +77,23 @@ public class ByLabelHierarchicalClustering extends AbstractAlgorithm<Clustering<
super();
}
+ @Override
+ public Clustering<Model> run(Database database) {
+ // Prefer a true class label
+ Relation<ClassLabel> relation = database.getRelation(TypeUtil.CLASSLABEL);
+ if(relation != null) {
+ return run(relation);
+ }
+ // Otherwise, try any labellike.
+ return run(database.getRelation(getInputTypeRestriction()[0]));
+ }
+
/**
* Run the actual clustering algorithm.
*
- * @param database The database to process
* @param relation The data input to use
*/
- public Clustering<Model> run(Database database, Relation<?> relation) throws IllegalStateException {
+ public Clustering<Model> run(Relation<?> relation) throws IllegalStateException {
HashMap<String, ModifiableDBIDs> labelmap = new HashMap<String, ModifiableDBIDs>();
ModifiableDBIDs noiseids = DBIDUtil.newArray();
@@ -133,7 +145,7 @@ public class ByLabelHierarchicalClustering extends AbstractAlgorithm<Clustering<
c.setNoise(true);
rootclusters.add(c);
}
- assert (rootclusters.size() > 0);
+ assert (rootclusters.size() > 0) : "No clusters found by bylabel clustering. Empty database?";
return new Clustering<Model>("By Label Hierarchical Clustering", "bylabel-clustering", rootclusters);
}
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/TrivialAllInOne.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/TrivialAllInOne.java
index 0e207e2b..a316ce57 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/TrivialAllInOne.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/TrivialAllInOne.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.trivial;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.AbstractAlgorithm;
import de.lmu.ifi.dbs.elki.algorithm.clustering.ClusteringAlgorithm;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/TrivialAllNoise.java b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/TrivialAllNoise.java
index 37e8da13..b85f5445 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/TrivialAllNoise.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/clustering/trivial/TrivialAllNoise.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.clustering.trivial;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.AbstractAlgorithm;
import de.lmu.ifi.dbs.elki.algorithm.clustering.ClusteringAlgorithm;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/ABOD.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/ABOD.java
index 5af777db..50365996 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/ABOD.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/ABOD.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier;
-/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+/*
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.Collections;
import java.util.HashMap;
@@ -360,7 +361,7 @@ public class ABOD<V extends NumberVector<V, ?>> extends AbstractDistanceBasedAlg
return result;
}
- private double[] calcFastNormalization(@SuppressWarnings("unused") DBID x, HashMap<DBID, Double> dists) {
+ private double[] calcFastNormalization(DBID x, HashMap<DBID, Double> dists) {
double[] result = new double[2];
double sum = 0;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/AbstractAggarwalYuOutlier.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/AbstractAggarwalYuOutlier.java
index a8273c5b..3be73ca6 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/AbstractAggarwalYuOutlier.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/AbstractAggarwalYuOutlier.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Collections;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/LOCI.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/LOCI.java
index 26919ed5..57c04be3 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/LOCI.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/LOCI.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Collections;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/LOF.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/LOF.java
index 9eb373e3..5f5f3568 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/LOF.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/LOF.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.List;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/LoOP.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/LoOP.java
index 967dff03..dfb32bb9 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/LoOP.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/LoOP.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.List;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/OutlierAlgorithm.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/OutlierAlgorithm.java
index 8e9a0c4f..fb0a89d5 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/OutlierAlgorithm.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/OutlierAlgorithm.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.Algorithm;
import de.lmu.ifi.dbs.elki.database.Database;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/SOD.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/SOD.java
index 2ca71178..5e7184a3 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/SOD.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/SOD.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier;
-/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+/*
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.BitSet;
import java.util.Iterator;
@@ -38,16 +39,15 @@ import de.lmu.ifi.dbs.elki.database.ids.DBID;
import de.lmu.ifi.dbs.elki.database.ids.DBIDs;
import de.lmu.ifi.dbs.elki.database.query.DoubleDistanceResultPair;
import de.lmu.ifi.dbs.elki.database.query.similarity.SimilarityQuery;
+import de.lmu.ifi.dbs.elki.database.relation.MaterializedRelation;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
import de.lmu.ifi.dbs.elki.distance.distancefunction.subspace.DimensionsSelectingEuclideanDistanceFunction;
-import de.lmu.ifi.dbs.elki.distance.distancevalue.Distance;
import de.lmu.ifi.dbs.elki.distance.distancevalue.DoubleDistance;
import de.lmu.ifi.dbs.elki.distance.distancevalue.IntegerDistance;
import de.lmu.ifi.dbs.elki.distance.similarityfunction.SharedNearestNeighborSimilarityFunction;
import de.lmu.ifi.dbs.elki.logging.Logging;
import de.lmu.ifi.dbs.elki.logging.progress.FiniteProgress;
import de.lmu.ifi.dbs.elki.math.DoubleMinMax;
-import de.lmu.ifi.dbs.elki.database.relation.MaterializedRelation;
import de.lmu.ifi.dbs.elki.result.ResultHierarchy;
import de.lmu.ifi.dbs.elki.result.outlier.BasicOutlierScoreMeta;
import de.lmu.ifi.dbs.elki.result.outlier.OutlierResult;
@@ -77,13 +77,12 @@ import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameters.IntParameter;
* @apiviz.has SharedNearestNeighborSimilarityFunction
*
* @param <V> the type of NumberVector handled by this Algorithm
- * @param <D> the type of Distance used by this Algorithm
*/
// todo arthur comment
@Title("SOD: Subspace outlier degree")
@Description("Outlier Detection in Axis-Parallel Subspaces of High Dimensional Data")
@Reference(authors = "H.-P. Kriegel, P. Kröger, E. Schubert, A. Zimek", title = "Outlier Detection in Axis-Parallel Subspaces of High Dimensional Data", booktitle = "Proceedings of the 13th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), Bangkok, Thailand, 2009", url = "http://dx.doi.org/10.1007/978-3-642-01307-2")
-public class SOD<V extends NumberVector<V, ?>, D extends Distance<D>> extends AbstractAlgorithm<OutlierResult> implements OutlierAlgorithm {
+public class SOD<V extends NumberVector<V, ?>> extends AbstractAlgorithm<OutlierResult> implements OutlierAlgorithm {
/**
* The logger for this class.
*/
@@ -115,7 +114,7 @@ public class SOD<V extends NumberVector<V, ?>, D extends Distance<D>> extends Ab
/**
* The similarity function.
*/
- private SharedNearestNeighborSimilarityFunction<V, D> similarityFunction;
+ private SharedNearestNeighborSimilarityFunction<V> similarityFunction;
/**
* Constructor with parameters.
@@ -124,7 +123,7 @@ public class SOD<V extends NumberVector<V, ?>, D extends Distance<D>> extends Ab
* @param alpha Alpha parameter
* @param similarityFunction Shared nearest neighbor similarity function
*/
- public SOD(int knn, double alpha, SharedNearestNeighborSimilarityFunction<V, D> similarityFunction) {
+ public SOD(int knn, double alpha, SharedNearestNeighborSimilarityFunction<V> similarityFunction) {
super();
this.knn = knn;
this.alpha = alpha;
@@ -365,13 +364,11 @@ public class SOD<V extends NumberVector<V, ?>, D extends Distance<D>> extends Ab
return null; // FIXME
}
- @SuppressWarnings("unused")
@Override
public void set(DBID id, Double val) {
throw new UnsupportedOperationException();
}
- @SuppressWarnings("unused")
@Override
public void delete(DBID id) {
throw new UnsupportedOperationException();
@@ -405,7 +402,7 @@ public class SOD<V extends NumberVector<V, ?>, D extends Distance<D>> extends Ab
*
* @apiviz.exclude
*/
- public static class Parameterizer<V extends NumberVector<V, ?>, D extends Distance<D>> extends AbstractParameterizer {
+ public static class Parameterizer<V extends NumberVector<V, ?>> extends AbstractParameterizer {
/**
* Holds the value of {@link #KNN_ID}.
*/
@@ -419,7 +416,7 @@ public class SOD<V extends NumberVector<V, ?>, D extends Distance<D>> extends Ab
/**
* The similarity function.
*/
- private SharedNearestNeighborSimilarityFunction<V, D> similarityFunction;
+ private SharedNearestNeighborSimilarityFunction<V> similarityFunction;
@Override
protected void makeOptions(Parameterization config) {
@@ -434,13 +431,13 @@ public class SOD<V extends NumberVector<V, ?>, D extends Distance<D>> extends Ab
alpha = alphaP.getValue();
}
- Class<SharedNearestNeighborSimilarityFunction<V, D>> cls = ClassGenericsUtil.uglyCastIntoSubclass(SharedNearestNeighborSimilarityFunction.class);
+ Class<SharedNearestNeighborSimilarityFunction<V>> cls = ClassGenericsUtil.uglyCastIntoSubclass(SharedNearestNeighborSimilarityFunction.class);
similarityFunction = config.tryInstantiate(cls);
}
@Override
- protected SOD<V, D> makeInstance() {
- return new SOD<V, D>(knn, alpha, similarityFunction);
+ protected SOD<V> makeInstance() {
+ return new SOD<V>(knn, alpha, similarityFunction);
}
}
} \ No newline at end of file
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/meta/ExternalDoubleOutlierScore.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/meta/ExternalDoubleOutlierScore.java
index 0131d4f7..5a4503fd 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/meta/ExternalDoubleOutlierScore.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/meta/ExternalDoubleOutlierScore.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.meta;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.io.BufferedReader;
import java.io.File;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/meta/FeatureBagging.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/meta/FeatureBagging.java
index 7b7a0146..d3e738a1 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/meta/FeatureBagging.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/meta/FeatureBagging.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.meta;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.BitSet;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/meta/RescaleMetaOutlierAlgorithm.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/meta/RescaleMetaOutlierAlgorithm.java
index e3033511..18f62549 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/meta/RescaleMetaOutlierAlgorithm.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/meta/RescaleMetaOutlierAlgorithm.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.meta;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.List;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/AbstractDistanceBasedSpatialOutlier.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/AbstractDistanceBasedSpatialOutlier.java
index cf5a906d..79fae09d 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/AbstractDistanceBasedSpatialOutlier.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/AbstractDistanceBasedSpatialOutlier.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.spatial;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood.NeighborSetPredicate;
import de.lmu.ifi.dbs.elki.distance.distancefunction.DistanceFunction;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/AbstractNeighborhoodOutlier.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/AbstractNeighborhoodOutlier.java
index fa2c8d24..4e1e0fa1 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/AbstractNeighborhoodOutlier.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/AbstractNeighborhoodOutlier.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.spatial;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.AbstractAlgorithm;
import de.lmu.ifi.dbs.elki.algorithm.outlier.OutlierAlgorithm;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuGLSBackwardSearchAlgorithm.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuGLSBackwardSearchAlgorithm.java
index d4a709d0..e8a7415b 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuGLSBackwardSearchAlgorithm.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuGLSBackwardSearchAlgorithm.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.spatial;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.Collections;
import java.util.List;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMeanMultipleAttributes.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMeanMultipleAttributes.java
index 71a460ab..516c2ade 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMeanMultipleAttributes.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMeanMultipleAttributes.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.spatial;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood.NeighborSetPredicate;
import de.lmu.ifi.dbs.elki.data.NumberVector;
@@ -126,7 +127,9 @@ public class CTLuMeanMultipleAttributes<N, O extends NumberVector<?, ?>> extends
Relation<Double> scoreResult = new MaterializedRelation<Double>("mean multiple attributes spatial outlier", "mean-multipleattributes-outlier", TypeUtil.DOUBLE, scores, attributes.getDBIDs());
OutlierScoreMeta scoreMeta = new BasicOutlierScoreMeta(minmax.getMin(), minmax.getMax(), 0.0, Double.POSITIVE_INFINITY, 0);
- return new OutlierResult(scoreMeta, scoreResult);
+ OutlierResult or = new OutlierResult(scoreMeta, scoreResult);
+ or.addChildResult(npred);
+ return or;
}
@Override
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMedianAlgorithm.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMedianAlgorithm.java
index 466761b4..7f397790 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMedianAlgorithm.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMedianAlgorithm.java
@@ -134,7 +134,9 @@ public class CTLuMedianAlgorithm<N> extends AbstractNeighborhoodOutlier<N> {
Relation<Double> scoreResult = new MaterializedRelation<Double>("MO", "Median-outlier", TypeUtil.DOUBLE, scores, relation.getDBIDs());
OutlierScoreMeta scoreMeta = new BasicOutlierScoreMeta(minmax.getMin(), minmax.getMax(), 0.0, Double.POSITIVE_INFINITY, 0);
- return new OutlierResult(scoreMeta, scoreResult);
+ OutlierResult or = new OutlierResult(scoreMeta, scoreResult);
+ or.addChildResult(npred);
+ return or;
}
@Override
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMedianMultipleAttributes.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMedianMultipleAttributes.java
index 4d4b3f4a..649511eb 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMedianMultipleAttributes.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMedianMultipleAttributes.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.spatial;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood.NeighborSetPredicate;
import de.lmu.ifi.dbs.elki.data.NumberVector;
@@ -152,7 +153,9 @@ public class CTLuMedianMultipleAttributes<N, O extends NumberVector<?, ?>> exten
Relation<Double> scoreResult = new MaterializedRelation<Double>("Median multiple attributes outlier", "median-outlier", TypeUtil.DOUBLE, scores, attributes.getDBIDs());
OutlierScoreMeta scoreMeta = new BasicOutlierScoreMeta(minmax.getMin(), minmax.getMax(), 0.0, Double.POSITIVE_INFINITY, 0);
- return new OutlierResult(scoreMeta, scoreResult);
+ OutlierResult or = new OutlierResult(scoreMeta, scoreResult);
+ or.addChildResult(npred);
+ return or;
}
@Override
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMoranScatterplotOutlier.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMoranScatterplotOutlier.java
index 2e297a63..6780fcc9 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMoranScatterplotOutlier.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuMoranScatterplotOutlier.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.spatial;
-/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+/*
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood.NeighborSetPredicate;
import de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood.NeighborSetPredicate.Factory;
@@ -136,7 +137,9 @@ public class CTLuMoranScatterplotOutlier<N> extends AbstractNeighborhoodOutlier<
Relation<Double> scoreResult = new MaterializedRelation<Double>("MoranOutlier", "Moran Scatterplot Outlier", TypeUtil.DOUBLE, scores, relation.getDBIDs());
OutlierScoreMeta scoreMeta = new BasicOutlierScoreMeta(minmax.getMin(), minmax.getMax(), Double.NEGATIVE_INFINITY, Double.POSITIVE_INFINITY, 0);
- return new OutlierResult(scoreMeta, scoreResult);
+ OutlierResult or = new OutlierResult(scoreMeta, scoreResult);
+ or.addChildResult(npred);
+ return or;
}
@Override
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuScatterplotOutlier.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuScatterplotOutlier.java
index a5686258..d18e4130 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuScatterplotOutlier.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuScatterplotOutlier.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.spatial;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood.NeighborSetPredicate;
import de.lmu.ifi.dbs.elki.data.NumberVector;
@@ -160,7 +161,9 @@ public class CTLuScatterplotOutlier<N> extends AbstractNeighborhoodOutlier<N> {
// build representation
Relation<Double> scoreResult = new MaterializedRelation<Double>("SPO", "Scatterplot-Outlier", TypeUtil.DOUBLE, scores, relation.getDBIDs());
OutlierScoreMeta scoreMeta = new BasicOutlierScoreMeta(minmax.getMin(), minmax.getMax(), 0.0, Double.POSITIVE_INFINITY, 0);
- return new OutlierResult(scoreMeta, scoreResult);
+ OutlierResult or = new OutlierResult(scoreMeta, scoreResult);
+ or.addChildResult(npred);
+ return or;
}
@Override
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuZTestOutlier.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuZTestOutlier.java
index 0568e3c2..304203db 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuZTestOutlier.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/CTLuZTestOutlier.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.spatial;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood.NeighborSetPredicate;
import de.lmu.ifi.dbs.elki.data.NumberVector;
@@ -135,7 +136,9 @@ public class CTLuZTestOutlier<N> extends AbstractNeighborhoodOutlier<N> {
// Wrap result
Relation<Double> scoreResult = new MaterializedRelation<Double>("ZTest", "Z Test score", TypeUtil.DOUBLE, scores, relation.getDBIDs());
OutlierScoreMeta scoreMeta = new BasicOutlierScoreMeta(minmax.getMin(), minmax.getMax(), 0.0, Double.POSITIVE_INFINITY, 0);
- return new OutlierResult(scoreMeta, scoreResult);
+ OutlierResult or = new OutlierResult(scoreMeta, scoreResult);
+ or.addChildResult(npred);
+ return or;
}
@Override
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/SLOM.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/SLOM.java
index 5938669a..af8762e0 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/SLOM.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/SLOM.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.spatial;
-/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+/*
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood.NeighborSetPredicate;
import de.lmu.ifi.dbs.elki.data.type.TypeInformation;
@@ -187,7 +188,9 @@ public class SLOM<N, O, D extends NumberDistance<D, ?>> extends AbstractDistance
Relation<Double> scoreResult = new MaterializedRelation<Double>("SLOM", "slom-outlier", TypeUtil.DOUBLE, sloms, relation.getDBIDs());
OutlierScoreMeta scoreMeta = new BasicOutlierScoreMeta(slomminmax.getMin(), slomminmax.getMax(), 0.0, Double.POSITIVE_INFINITY);
- return new OutlierResult(scoreMeta, scoreResult);
+ OutlierResult or = new OutlierResult(scoreMeta, scoreResult);
+ or.addChildResult(npred);
+ return or;
}
@Override
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/SOF.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/SOF.java
index 68dc07b1..e3ede8bb 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/SOF.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/SOF.java
@@ -140,8 +140,9 @@ public class SOF<N, O, D extends NumberDistance<D, ?>> extends AbstractDistanceB
// Build result representation.
Relation<Double> scoreResult = new MaterializedRelation<Double>("Spatial Outlier Factor", "sof-outlier", TypeUtil.DOUBLE, lofs, relation.getDBIDs());
OutlierScoreMeta scoreMeta = new QuotientOutlierScoreMeta(lofminmax.getMin(), lofminmax.getMax(), 0.0, Double.POSITIVE_INFINITY, 1.0);
- OutlierResult result = new OutlierResult(scoreMeta, scoreResult);
- return result;
+ OutlierResult or = new OutlierResult(scoreMeta, scoreResult);
+ or.addChildResult(npred);
+ return or;
}
@Override
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/TrimmedMeanApproach.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/TrimmedMeanApproach.java
index ce0b77ab..d99ecc99 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/TrimmedMeanApproach.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/TrimmedMeanApproach.java
@@ -188,7 +188,9 @@ public class TrimmedMeanApproach<N> extends AbstractNeighborhoodOutlier<N> {
//
Relation<Double> scoreResult = new MaterializedRelation<Double>("TrimmedMean", "Trimmed Mean Score", TypeUtil.DOUBLE, scores, relation.getDBIDs());
OutlierScoreMeta scoreMeta = new BasicOutlierScoreMeta(minmax.getMin(), minmax.getMax(), 0.0, Double.POSITIVE_INFINITY, 0);
- return new OutlierResult(scoreMeta, scoreResult);
+ OutlierResult or = new OutlierResult(scoreMeta, scoreResult);
+ or.addChildResult(npred);
+ return or;
}
@Override
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/AbstractPrecomputedNeighborhood.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/AbstractPrecomputedNeighborhood.java
index 92d20789..df28de24 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/AbstractPrecomputedNeighborhood.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/AbstractPrecomputedNeighborhood.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.database.datastore.DataStore;
import de.lmu.ifi.dbs.elki.database.ids.DBID;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/ExtendedNeighborhood.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/ExtendedNeighborhood.java
index a18d8bc4..640c30fe 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/ExtendedNeighborhood.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/ExtendedNeighborhood.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood;
-/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+/*
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.data.type.TypeInformation;
import de.lmu.ifi.dbs.elki.database.datastore.DataStore;
@@ -34,8 +35,6 @@ import de.lmu.ifi.dbs.elki.database.ids.ModifiableDBIDs;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
import de.lmu.ifi.dbs.elki.logging.Logging;
import de.lmu.ifi.dbs.elki.logging.progress.FiniteProgress;
-import de.lmu.ifi.dbs.elki.result.Result;
-import de.lmu.ifi.dbs.elki.result.ResultHierarchy;
import de.lmu.ifi.dbs.elki.utilities.optionhandling.AbstractParameterizer;
import de.lmu.ifi.dbs.elki.utilities.optionhandling.OptionID;
import de.lmu.ifi.dbs.elki.utilities.optionhandling.constraints.GreaterEqualConstraint;
@@ -49,11 +48,11 @@ import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameters.ObjectParameter;
*
* @author Erich Schubert
*/
-public class ExtendedNeighborhood extends AbstractPrecomputedNeighborhood implements Result {
+public class ExtendedNeighborhood extends AbstractPrecomputedNeighborhood {
/**
* The logger to use.
*/
- private static final Logging logger = Logging.getLogger(ExtendedNeighborhood.class);
+ static final Logging logger = Logging.getLogger(ExtendedNeighborhood.class);
/**
* Constructor.
@@ -89,11 +88,6 @@ public class ExtendedNeighborhood extends AbstractPrecomputedNeighborhood implem
*/
public static class Factory<O> extends AbstractPrecomputedNeighborhood.Factory<O> {
/**
- * Logger
- */
- private static final Logging logger = Logging.getLogger(ExtendedNeighborhood.class);
-
- /**
* Inner neighbor set predicate
*/
private NeighborSetPredicate.Factory<O> inner;
@@ -119,10 +113,6 @@ public class ExtendedNeighborhood extends AbstractPrecomputedNeighborhood implem
public NeighborSetPredicate instantiate(Relation<? extends O> database) {
DataStore<DBIDs> store = extendNeighborhood(database);
ExtendedNeighborhood neighborhood = new ExtendedNeighborhood(store);
- ResultHierarchy hier = database.getHierarchy();
- if(hier != null) {
- hier.add(database, neighborhood);
- }
return neighborhood;
}
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/ExternalNeighborhood.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/ExternalNeighborhood.java
index f70c7471..789a63e7 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/ExternalNeighborhood.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/ExternalNeighborhood.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood;
-/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+/*
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.io.BufferedReader;
import java.io.File;
@@ -45,8 +46,6 @@ import de.lmu.ifi.dbs.elki.database.ids.DBIDUtil;
import de.lmu.ifi.dbs.elki.database.ids.DBIDs;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
import de.lmu.ifi.dbs.elki.logging.Logging;
-import de.lmu.ifi.dbs.elki.result.Result;
-import de.lmu.ifi.dbs.elki.result.ResultHierarchy;
import de.lmu.ifi.dbs.elki.utilities.FileUtil;
import de.lmu.ifi.dbs.elki.utilities.exceptions.AbortException;
import de.lmu.ifi.dbs.elki.utilities.optionhandling.AbstractParameterizer;
@@ -59,11 +58,11 @@ import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameters.FileParameter;
*
* @author Erich Schubert
*/
-public class ExternalNeighborhood extends AbstractPrecomputedNeighborhood implements Result {
+public class ExternalNeighborhood extends AbstractPrecomputedNeighborhood {
/**
* Logger
*/
- private static final Logging logger = Logging.getLogger(ExternalNeighborhood.class);
+ static final Logging logger = Logging.getLogger(ExternalNeighborhood.class);
/**
* Parameter to specify the neighborhood file
@@ -104,11 +103,6 @@ public class ExternalNeighborhood extends AbstractPrecomputedNeighborhood implem
*/
public static class Factory extends AbstractPrecomputedNeighborhood.Factory<Object> {
/**
- * Logger
- */
- private static final Logging logger = Logging.getLogger(ExternalNeighborhood.class);
-
- /**
* The input file.
*/
private File file;
@@ -127,10 +121,6 @@ public class ExternalNeighborhood extends AbstractPrecomputedNeighborhood implem
public NeighborSetPredicate instantiate(Relation<?> database) {
DataStore<DBIDs> store = loadNeighbors(database);
ExternalNeighborhood neighborhood = new ExternalNeighborhood(store);
- ResultHierarchy hier = database.getHierarchy();
- if(hier != null) {
- hier.add(database, neighborhood);
- }
return neighborhood;
}
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/NeighborSetPredicate.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/NeighborSetPredicate.java
index 3d565767..6683b3fd 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/NeighborSetPredicate.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/NeighborSetPredicate.java
@@ -1,39 +1,41 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.data.type.TypeInformation;
import de.lmu.ifi.dbs.elki.database.ids.DBID;
import de.lmu.ifi.dbs.elki.database.ids.DBIDs;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
+import de.lmu.ifi.dbs.elki.result.Result;
import de.lmu.ifi.dbs.elki.utilities.optionhandling.Parameterizable;
/**
* Predicate to obtain the neighbors of a reference object as set.
- *
+ *
* @author Erich Schubert
*/
-public interface NeighborSetPredicate {
+public interface NeighborSetPredicate extends Result {
/**
* Get the neighbors of a reference object for DBSCAN.
*
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/PrecomputedKNearestNeighborNeighborhood.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/PrecomputedKNearestNeighborNeighborhood.java
index d820a318..fa878778 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/PrecomputedKNearestNeighborNeighborhood.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/PrecomputedKNearestNeighborNeighborhood.java
@@ -40,7 +40,6 @@ import de.lmu.ifi.dbs.elki.database.relation.Relation;
import de.lmu.ifi.dbs.elki.distance.distancefunction.DistanceFunction;
import de.lmu.ifi.dbs.elki.distance.distancevalue.Distance;
import de.lmu.ifi.dbs.elki.logging.Logging;
-import de.lmu.ifi.dbs.elki.result.Result;
import de.lmu.ifi.dbs.elki.utilities.optionhandling.AbstractParameterizer;
import de.lmu.ifi.dbs.elki.utilities.optionhandling.OptionID;
import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameterization.Parameterization;
@@ -54,7 +53,7 @@ import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameters.ObjectParameter;
*
* @param <D> Distance to use
*/
-public class PrecomputedKNearestNeighborNeighborhood<D extends Distance<D>> extends AbstractPrecomputedNeighborhood implements Result {
+public class PrecomputedKNearestNeighborNeighborhood<D extends Distance<D>> extends AbstractPrecomputedNeighborhood {
/**
* Logger
*/
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/weighted/LinearWeightedExtendedNeighborhood.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/weighted/LinearWeightedExtendedNeighborhood.java
index 1e1debdf..b2f70e16 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/weighted/LinearWeightedExtendedNeighborhood.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/weighted/LinearWeightedExtendedNeighborhood.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood.weighted;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Collection;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/weighted/UnweightedNeighborhoodAdapter.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/weighted/UnweightedNeighborhoodAdapter.java
index 98daac11..0927c026 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/weighted/UnweightedNeighborhoodAdapter.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/weighted/UnweightedNeighborhoodAdapter.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood.weighted;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Collection;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/weighted/WeightedNeighborSetPredicate.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/weighted/WeightedNeighborSetPredicate.java
index a063185a..d0cdfa9c 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/weighted/WeightedNeighborSetPredicate.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/spatial/neighborhood/weighted/WeightedNeighborSetPredicate.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood.weighted;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.Collection;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/trivial/ByLabelOutlier.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/trivial/ByLabelOutlier.java
index 80df18b1..3c9b318f 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/trivial/ByLabelOutlier.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/trivial/ByLabelOutlier.java
@@ -1,31 +1,33 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.trivial;
-/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+/*
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.regex.Pattern;
import de.lmu.ifi.dbs.elki.algorithm.AbstractAlgorithm;
import de.lmu.ifi.dbs.elki.algorithm.outlier.OutlierAlgorithm;
+import de.lmu.ifi.dbs.elki.data.ClassLabel;
import de.lmu.ifi.dbs.elki.data.type.TypeInformation;
import de.lmu.ifi.dbs.elki.data.type.TypeUtil;
import de.lmu.ifi.dbs.elki.database.Database;
@@ -33,9 +35,9 @@ import de.lmu.ifi.dbs.elki.database.datastore.DataStoreFactory;
import de.lmu.ifi.dbs.elki.database.datastore.DataStoreUtil;
import de.lmu.ifi.dbs.elki.database.datastore.WritableDataStore;
import de.lmu.ifi.dbs.elki.database.ids.DBID;
+import de.lmu.ifi.dbs.elki.database.relation.MaterializedRelation;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
import de.lmu.ifi.dbs.elki.logging.Logging;
-import de.lmu.ifi.dbs.elki.database.relation.MaterializedRelation;
import de.lmu.ifi.dbs.elki.result.outlier.OutlierResult;
import de.lmu.ifi.dbs.elki.result.outlier.OutlierScoreMeta;
import de.lmu.ifi.dbs.elki.result.outlier.ProbabilisticOutlierScore;
@@ -88,7 +90,24 @@ public class ByLabelOutlier extends AbstractAlgorithm<OutlierResult> implements
return TypeUtil.array(TypeUtil.GUESSED_LABEL);
}
- public OutlierResult run(@SuppressWarnings("unused") Database database, Relation<?> relation) throws IllegalStateException {
+ @Override
+ public OutlierResult run(Database database) {
+ // Prefer a true class label
+ Relation<ClassLabel> relation = database.getRelation(TypeUtil.CLASSLABEL);
+ if(relation != null) {
+ return run(relation);
+ }
+ // Otherwise, try any labellike.
+ return run(database.getRelation(getInputTypeRestriction()[0]));
+ }
+
+ /**
+ * Run the algorithm
+ *
+ * @param relation Relation to process.
+ * @return Result
+ */
+ public OutlierResult run(Relation<?> relation) {
WritableDataStore<Double> scores = DataStoreUtil.makeStorage(relation.getDBIDs(), DataStoreFactory.HINT_HOT, Double.class);
for(DBID id : relation.iterDBIDs()) {
String label = relation.get(id).toString();
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/trivial/TrivialAllOutlier.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/trivial/TrivialAllOutlier.java
index 1ae37f6a..ff93e0ed 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/trivial/TrivialAllOutlier.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/trivial/TrivialAllOutlier.java
@@ -1,39 +1,39 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.trivial;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.AbstractAlgorithm;
import de.lmu.ifi.dbs.elki.algorithm.outlier.OutlierAlgorithm;
import de.lmu.ifi.dbs.elki.data.type.TypeInformation;
import de.lmu.ifi.dbs.elki.data.type.TypeUtil;
-import de.lmu.ifi.dbs.elki.database.Database;
import de.lmu.ifi.dbs.elki.database.datastore.DataStoreFactory;
import de.lmu.ifi.dbs.elki.database.datastore.DataStoreUtil;
import de.lmu.ifi.dbs.elki.database.datastore.WritableDataStore;
import de.lmu.ifi.dbs.elki.database.ids.DBID;
+import de.lmu.ifi.dbs.elki.database.relation.MaterializedRelation;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
import de.lmu.ifi.dbs.elki.logging.Logging;
-import de.lmu.ifi.dbs.elki.database.relation.MaterializedRelation;
import de.lmu.ifi.dbs.elki.result.outlier.OutlierResult;
import de.lmu.ifi.dbs.elki.result.outlier.OutlierScoreMeta;
import de.lmu.ifi.dbs.elki.result.outlier.ProbabilisticOutlierScore;
@@ -62,7 +62,13 @@ public class TrivialAllOutlier extends AbstractAlgorithm<OutlierResult> implemen
return TypeUtil.array(TypeUtil.ANY);
}
- public OutlierResult run(@SuppressWarnings("unused") Database database, Relation<?> relation) throws IllegalStateException {
+ /**
+ * Run the actual algorithm.
+ *
+ * @param relation Relation
+ * @return Result
+ */
+ public OutlierResult run(Relation<?> relation) {
WritableDataStore<Double> scores = DataStoreUtil.makeStorage(relation.getDBIDs(), DataStoreFactory.HINT_HOT, Double.class);
for(DBID id : relation.iterDBIDs()) {
scores.put(id, 1.0);
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/trivial/TrivialNoOutlier.java b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/trivial/TrivialNoOutlier.java
index 18f63ea8..f3ae7e72 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/outlier/trivial/TrivialNoOutlier.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/outlier/trivial/TrivialNoOutlier.java
@@ -1,39 +1,39 @@
package de.lmu.ifi.dbs.elki.algorithm.outlier.trivial;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import de.lmu.ifi.dbs.elki.algorithm.AbstractAlgorithm;
import de.lmu.ifi.dbs.elki.algorithm.outlier.OutlierAlgorithm;
import de.lmu.ifi.dbs.elki.data.type.TypeInformation;
import de.lmu.ifi.dbs.elki.data.type.TypeUtil;
-import de.lmu.ifi.dbs.elki.database.Database;
import de.lmu.ifi.dbs.elki.database.datastore.DataStoreFactory;
import de.lmu.ifi.dbs.elki.database.datastore.DataStoreUtil;
import de.lmu.ifi.dbs.elki.database.datastore.WritableDataStore;
import de.lmu.ifi.dbs.elki.database.ids.DBID;
+import de.lmu.ifi.dbs.elki.database.relation.MaterializedRelation;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
import de.lmu.ifi.dbs.elki.logging.Logging;
-import de.lmu.ifi.dbs.elki.database.relation.MaterializedRelation;
import de.lmu.ifi.dbs.elki.result.outlier.OutlierResult;
import de.lmu.ifi.dbs.elki.result.outlier.OutlierScoreMeta;
import de.lmu.ifi.dbs.elki.result.outlier.ProbabilisticOutlierScore;
@@ -62,7 +62,13 @@ public class TrivialNoOutlier extends AbstractAlgorithm<OutlierResult> implement
return TypeUtil.array(TypeUtil.ANY);
}
- public OutlierResult run(@SuppressWarnings("unused") Database database, Relation<?> relation) throws IllegalStateException {
+ /**
+ * Run the actual algorithm.
+ *
+ * @param relation Relation
+ * @return Result
+ */
+ public OutlierResult run(Relation<?> relation) throws IllegalStateException {
WritableDataStore<Double> scores = DataStoreUtil.makeStorage(relation.getDBIDs(), DataStoreFactory.HINT_HOT, Double.class);
for(DBID id : relation.iterDBIDs()) {
scores.put(id, 0.0);
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/statistics/DistanceStatisticsWithClasses.java b/src/de/lmu/ifi/dbs/elki/algorithm/statistics/DistanceStatisticsWithClasses.java
index 97f6b9cd..33201b67 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/statistics/DistanceStatisticsWithClasses.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/statistics/DistanceStatisticsWithClasses.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.statistics;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Collection;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/statistics/EvaluateRankingQuality.java b/src/de/lmu/ifi/dbs/elki/algorithm/statistics/EvaluateRankingQuality.java
index cbbe578e..58fb5b89 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/statistics/EvaluateRankingQuality.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/statistics/EvaluateRankingQuality.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.statistics;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Collection;
diff --git a/src/de/lmu/ifi/dbs/elki/algorithm/statistics/RankingQualityHistogram.java b/src/de/lmu/ifi/dbs/elki/algorithm/statistics/RankingQualityHistogram.java
index 5fdc2c9f..07e6795a 100644
--- a/src/de/lmu/ifi/dbs/elki/algorithm/statistics/RankingQualityHistogram.java
+++ b/src/de/lmu/ifi/dbs/elki/algorithm/statistics/RankingQualityHistogram.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.algorithm.statistics;
+
/*
-This file is part of ELKI:
-Environment for Developing KDD-Applications Supported by Index-Structures
-
-Copyright (C) 2011
-Ludwig-Maximilians-Universität München
-Lehr- und Forschungseinheit für Datenbanksysteme
-ELKI Development Team
-
-This program is free software: you can redistribute it and/or modify
-it under the terms of the GNU Affero General Public License as published by
-the Free Software Foundation, either version 3 of the License, or
-(at your option) any later version.
-
-This program is distributed in the hope that it will be useful,
-but WITHOUT ANY WARRANTY; without even the implied warranty of
-MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-GNU Affero General Public License for more details.
-
-You should have received a copy of the GNU Affero General Public License
-along with this program. If not, see <http://www.gnu.org/licenses/>.
-*/
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2011
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
import java.util.ArrayList;
import java.util.Collection;