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-rw-r--r--src/de/lmu/ifi/dbs/elki/distance/similarityfunction/AbstractDBIDSimilarityFunction.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/distance/similarityfunction/AbstractIndexBasedSimilarityFunction.java45
-rw-r--r--src/de/lmu/ifi/dbs/elki/distance/similarityfunction/AbstractPrimitiveSimilarityFunction.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/distance/similarityfunction/DBIDSimilarityFunction.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/distance/similarityfunction/FractionalSharedNearestNeighborSimilarityFunction.java117
-rw-r--r--src/de/lmu/ifi/dbs/elki/distance/similarityfunction/IndexBasedSimilarityFunction.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/distance/similarityfunction/NormalizedPrimitiveSimilarityFunction.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/distance/similarityfunction/NormalizedSimilarityFunction.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/distance/similarityfunction/PrimitiveSimilarityFunction.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/distance/similarityfunction/SharedNearestNeighborSimilarityFunction.java101
-rw-r--r--src/de/lmu/ifi/dbs/elki/distance/similarityfunction/SimilarityFunction.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/FooKernelFunction.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/KernelMatrix.java43
-rw-r--r--src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/LinearKernelFunction.java35
-rw-r--r--src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/PolynomialKernelFunction.java43
15 files changed, 347 insertions, 384 deletions
diff --git a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/AbstractDBIDSimilarityFunction.java b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/AbstractDBIDSimilarityFunction.java
index 48d9ca99..12a39916 100644
--- a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/AbstractDBIDSimilarityFunction.java
+++ b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/AbstractDBIDSimilarityFunction.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.distance.similarityfunction;
+
/*
-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.database.ids.DBID;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
diff --git a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/AbstractIndexBasedSimilarityFunction.java b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/AbstractIndexBasedSimilarityFunction.java
index 38a33be0..ad065c68 100644
--- a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/AbstractIndexBasedSimilarityFunction.java
+++ b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/AbstractIndexBasedSimilarityFunction.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.distance.similarityfunction;
-/*
-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.query.similarity.AbstractDBIDSimilarityQuery;
@@ -81,7 +82,7 @@ public abstract class AbstractIndexBasedSimilarityFunction<O, I extends Index, R
}
@Override
- public TypeInformation getInputTypeRestriction() {
+ final public TypeInformation getInputTypeRestriction() {
return indexFactory.getInputTypeRestriction();
}
diff --git a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/AbstractPrimitiveSimilarityFunction.java b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/AbstractPrimitiveSimilarityFunction.java
index f351c295..a37efe9d 100644
--- a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/AbstractPrimitiveSimilarityFunction.java
+++ b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/AbstractPrimitiveSimilarityFunction.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.distance.similarityfunction;
+
/*
-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.SimpleTypeInformation;
import de.lmu.ifi.dbs.elki.database.query.similarity.PrimitiveSimilarityQuery;
diff --git a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/DBIDSimilarityFunction.java b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/DBIDSimilarityFunction.java
index 2af3db8e..d93c93f9 100644
--- a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/DBIDSimilarityFunction.java
+++ b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/DBIDSimilarityFunction.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.distance.similarityfunction;
+
/*
-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.ids.DBID;
import de.lmu.ifi.dbs.elki.distance.distancevalue.Distance;
diff --git a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/FractionalSharedNearestNeighborSimilarityFunction.java b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/FractionalSharedNearestNeighborSimilarityFunction.java
index 0c6df957..c909cd6c 100644
--- a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/FractionalSharedNearestNeighborSimilarityFunction.java
+++ b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/FractionalSharedNearestNeighborSimilarityFunction.java
@@ -1,33 +1,33 @@
package de.lmu.ifi.dbs.elki.distance.similarityfunction;
-/*
-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.Iterator;
import de.lmu.ifi.dbs.elki.database.ids.DBID;
import de.lmu.ifi.dbs.elki.database.ids.TreeSetDBIDs;
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.DoubleDistance;
import de.lmu.ifi.dbs.elki.index.preprocessed.snn.SharedNearestNeighborIndex;
import de.lmu.ifi.dbs.elki.index.preprocessed.snn.SharedNearestNeighborPreprocessor;
@@ -39,14 +39,15 @@ import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameterization.Parameteriz
*
* @author Arthur Zimek
*
- * @apiviz.has de.lmu.ifi.dbs.elki.index.preprocessed.snn.SharedNearestNeighborIndex.Factory
+ * @apiviz.has
+ * de.lmu.ifi.dbs.elki.index.preprocessed.snn.SharedNearestNeighborIndex
+ * .Factory
* @apiviz.uses Instance oneway - - «create»
*
* @param <O> object type
- * @param <D> distance type
*/
// todo arthur comment class
-public class FractionalSharedNearestNeighborSimilarityFunction<O, D extends Distance<D>> extends AbstractIndexBasedSimilarityFunction<O, SharedNearestNeighborIndex<O>, TreeSetDBIDs, DoubleDistance> implements NormalizedSimilarityFunction<O, DoubleDistance> {
+public class FractionalSharedNearestNeighborSimilarityFunction<O> extends AbstractIndexBasedSimilarityFunction<O, SharedNearestNeighborIndex<O>, TreeSetDBIDs, DoubleDistance> implements NormalizedSimilarityFunction<O, DoubleDistance> {
/**
* Constructor.
*
@@ -58,9 +59,9 @@ public class FractionalSharedNearestNeighborSimilarityFunction<O, D extends Dist
@SuppressWarnings("unchecked")
@Override
- public <T extends O> Instance<T, D> instantiate(Relation<T> database) {
+ public <T extends O> Instance<T> instantiate(Relation<T> database) {
SharedNearestNeighborIndex<O> indexi = indexFactory.instantiate((Relation<O>) database);
- return (Instance<T, D>) new Instance<O, D>((Relation<O>) database, indexi, indexi.getNumberOfNeighbors());
+ return (Instance<T>) new Instance<O>((Relation<O>) database, indexi);
}
/**
@@ -71,70 +72,36 @@ public class FractionalSharedNearestNeighborSimilarityFunction<O, D extends Dist
* @apiviz.uses SharedNearestNeighborIndex
*
* @param <T> Object type
- * @param <D> Distance type
*/
- public static class Instance<T, D extends Distance<D>> extends AbstractIndexBasedSimilarityFunction.Instance<T, SharedNearestNeighborIndex<T>, TreeSetDBIDs, DoubleDistance> {
- /**
- * Holds the number of nearest neighbors to be used.
- */
- private final int numberOfNeighbors;
-
+ public static class Instance<T> extends AbstractIndexBasedSimilarityFunction.Instance<T, SharedNearestNeighborIndex<T>, TreeSetDBIDs, DoubleDistance> {
/**
* Constructor.
*
* @param database Database
* @param preprocessor Preprocessor
- * @param numberOfNeighbors Neighborhood size
*/
- public Instance(Relation<T> database, SharedNearestNeighborIndex<T> preprocessor, int numberOfNeighbors) {
+ public Instance(Relation<T> database, SharedNearestNeighborIndex<T> preprocessor) {
super(database, preprocessor);
- this.numberOfNeighbors = numberOfNeighbors;
}
static protected int countSharedNeighbors(TreeSetDBIDs neighbors1, TreeSetDBIDs neighbors2) {
int intersection = 0;
Iterator<DBID> iter1 = neighbors1.iterator();
Iterator<DBID> iter2 = neighbors2.iterator();
- DBID neighbors1ID = null;
- DBID neighbors2ID = null;
- if(iter1.hasNext()) {
- neighbors1ID = iter1.next();
- }
- if(iter2.hasNext()) {
- neighbors2ID = iter2.next();
- }
- while((iter1.hasNext() || iter2.hasNext()) && neighbors1ID != null && neighbors2ID != null) {
+ DBID neighbors1ID = iter1.hasNext() ? iter1.next() : null;
+ DBID neighbors2ID = iter2.hasNext() ? iter2.next() : null;
+ while(neighbors1ID != null && neighbors2ID != null) {
if(neighbors1ID.equals(neighbors2ID)) {
intersection++;
- if(iter1.hasNext()) {
- neighbors1ID = iter1.next();
- }
- else {
- neighbors1ID = null;
- }
- if(iter2.hasNext()) {
- neighbors2ID = iter2.next();
- }
- else {
- neighbors2ID = null;
- }
+ neighbors1ID = iter1.hasNext() ? iter1.next() : null;
+ neighbors2ID = iter2.hasNext() ? iter2.next() : null;
}
else if(neighbors2ID.compareTo(neighbors1ID) > 0) {
- if(iter1.hasNext()) {
- neighbors1ID = iter1.next();
- }
- else {
- neighbors1ID = null;
- }
+ neighbors1ID = iter1.hasNext() ? iter1.next() : null;
}
else // neighbors1ID > neighbors2ID
{
- if(iter2.hasNext()) {
- neighbors2ID = iter2.next();
- }
- else {
- neighbors2ID = null;
- }
+ neighbors2ID = iter2.hasNext() ? iter2.next() : null;
}
}
return intersection;
@@ -145,7 +112,7 @@ public class FractionalSharedNearestNeighborSimilarityFunction<O, D extends Dist
TreeSetDBIDs neighbors1 = index.getNearestNeighborSet(id1);
TreeSetDBIDs neighbors2 = index.getNearestNeighborSet(id2);
int intersection = countSharedNeighbors(neighbors1, neighbors2);
- return new DoubleDistance((double) intersection / numberOfNeighbors);
+ return new DoubleDistance((double) intersection / index.getNumberOfNeighbors());
}
@Override
@@ -165,8 +132,10 @@ public class FractionalSharedNearestNeighborSimilarityFunction<O, D extends Dist
* @author Erich Schubert
*
* @apiviz.exclude
+ *
+ * @param <O> object type
*/
- public static class Parameterizer<O, D extends Distance<D>> extends AbstractIndexBasedSimilarityFunction.Parameterizer<SharedNearestNeighborIndex.Factory<O, SharedNearestNeighborIndex<O>>> {
+ public static class Parameterizer<O> extends AbstractIndexBasedSimilarityFunction.Parameterizer<SharedNearestNeighborIndex.Factory<O, SharedNearestNeighborIndex<O>>> {
@Override
protected void makeOptions(Parameterization config) {
super.makeOptions(config);
@@ -174,8 +143,8 @@ public class FractionalSharedNearestNeighborSimilarityFunction<O, D extends Dist
}
@Override
- protected FractionalSharedNearestNeighborSimilarityFunction<O, D> makeInstance() {
- return new FractionalSharedNearestNeighborSimilarityFunction<O, D>(factory);
+ protected FractionalSharedNearestNeighborSimilarityFunction<O> makeInstance() {
+ return new FractionalSharedNearestNeighborSimilarityFunction<O>(factory);
}
}
} \ No newline at end of file
diff --git a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/IndexBasedSimilarityFunction.java b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/IndexBasedSimilarityFunction.java
index 33651e3e..95d854c0 100644
--- a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/IndexBasedSimilarityFunction.java
+++ b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/IndexBasedSimilarityFunction.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.distance.similarityfunction;
+
/*
-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.query.similarity.SimilarityQuery;
import de.lmu.ifi.dbs.elki.database.relation.Relation;
diff --git a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/NormalizedPrimitiveSimilarityFunction.java b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/NormalizedPrimitiveSimilarityFunction.java
index 7b7d2e59..f5347e71 100644
--- a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/NormalizedPrimitiveSimilarityFunction.java
+++ b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/NormalizedPrimitiveSimilarityFunction.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.distance.similarityfunction;
+
/*
-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.distancevalue.Distance;
diff --git a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/NormalizedSimilarityFunction.java b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/NormalizedSimilarityFunction.java
index f746b1b4..5979ad3f 100644
--- a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/NormalizedSimilarityFunction.java
+++ b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/NormalizedSimilarityFunction.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.distance.similarityfunction;
+
/*
-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.distancevalue.Distance;
diff --git a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/PrimitiveSimilarityFunction.java b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/PrimitiveSimilarityFunction.java
index 606aea9a..edb57ca0 100644
--- a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/PrimitiveSimilarityFunction.java
+++ b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/PrimitiveSimilarityFunction.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.distance.similarityfunction;
+
/*
-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.SimpleTypeInformation;
import de.lmu.ifi.dbs.elki.distance.distancevalue.Distance;
diff --git a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/SharedNearestNeighborSimilarityFunction.java b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/SharedNearestNeighborSimilarityFunction.java
index 82334e05..74c2534c 100644
--- a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/SharedNearestNeighborSimilarityFunction.java
+++ b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/SharedNearestNeighborSimilarityFunction.java
@@ -1,33 +1,33 @@
package de.lmu.ifi.dbs.elki.distance.similarityfunction;
+
/*
-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.Iterator;
import de.lmu.ifi.dbs.elki.database.ids.DBID;
import de.lmu.ifi.dbs.elki.database.ids.SetDBIDs;
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.index.preprocessed.snn.SharedNearestNeighborIndex;
import de.lmu.ifi.dbs.elki.index.preprocessed.snn.SharedNearestNeighborPreprocessor;
@@ -43,10 +43,9 @@ import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameterization.Parameteriz
* @apiviz.uses Instance oneway - - «create»
*
* @param <O> object type
- * @param <D> distance type
*/
// todo arthur comment class
-public class SharedNearestNeighborSimilarityFunction<O, D extends Distance<D>> extends AbstractIndexBasedSimilarityFunction<O, SharedNearestNeighborIndex<O>, SetDBIDs, IntegerDistance> {
+public class SharedNearestNeighborSimilarityFunction<O> extends AbstractIndexBasedSimilarityFunction<O, SharedNearestNeighborIndex<O>, SetDBIDs, IntegerDistance> {
/**
* Constructor.
*
@@ -65,46 +64,20 @@ public class SharedNearestNeighborSimilarityFunction<O, D extends Distance<D>> e
int intersection = 0;
Iterator<DBID> iter1 = neighbors1.iterator();
Iterator<DBID> iter2 = neighbors2.iterator();
- DBID neighbors1ID = null;
- DBID neighbors2ID = null;
- if(iter1.hasNext()) {
- neighbors1ID = iter1.next();
- }
- if(iter2.hasNext()) {
- neighbors2ID = iter2.next();
- }
+ DBID neighbors1ID = iter1.hasNext() ? iter1.next() : null;
+ DBID neighbors2ID = iter2.hasNext() ? iter2.next() : null;
while((iter1.hasNext() || iter2.hasNext()) && neighbors1ID != null && neighbors2ID != null) {
if(neighbors1ID.equals(neighbors2ID)) {
intersection++;
- if(iter1.hasNext()) {
- neighbors1ID = iter1.next();
- }
- else {
- neighbors1ID = null;
- }
- if(iter2.hasNext()) {
- neighbors2ID = iter2.next();
- }
- else {
- neighbors2ID = null;
- }
+ neighbors1ID = iter1.hasNext() ? iter1.next() : null;
+ neighbors2ID = iter2.hasNext() ? iter2.next() : null;
}
else if(neighbors2ID.compareTo(neighbors1ID) > 0) {
- if(iter1.hasNext()) {
- neighbors1ID = iter1.next();
- }
- else {
- neighbors1ID = null;
- }
+ neighbors1ID = iter1.hasNext() ? iter1.next() : null;
}
else // neighbors1ID > neighbors2ID
{
- if(iter2.hasNext()) {
- neighbors2ID = iter2.next();
- }
- else {
- neighbors2ID = null;
- }
+ neighbors2ID = iter2.hasNext() ? iter2.next() : null;
}
}
return intersection;
@@ -112,21 +85,27 @@ public class SharedNearestNeighborSimilarityFunction<O, D extends Distance<D>> e
@SuppressWarnings("unchecked")
@Override
- public <T extends O> Instance<T, D> instantiate(Relation<T> database) {
+ public <T extends O> Instance<T> instantiate(Relation<T> database) {
SharedNearestNeighborIndex<O> indexi = indexFactory.instantiate((Relation<O>) database);
- return (Instance<T, D>) new Instance<O, D>((Relation<O>) database, indexi);
+ return (Instance<T>) new Instance<O>((Relation<O>) database, indexi);
}
/**
- * TODO: document
+ * Instance for a particular database.
*
* @author Erich Schubert
*
* @apiviz.uses SharedNearestNeighborIndex
*
- * @param <D>
+ * @param <O> Object type
*/
- public static class Instance<O, D extends Distance<D>> extends AbstractIndexBasedSimilarityFunction.Instance<O, SharedNearestNeighborIndex<O>, SetDBIDs, IntegerDistance> {
+ public static class Instance<O> extends AbstractIndexBasedSimilarityFunction.Instance<O, SharedNearestNeighborIndex<O>, SetDBIDs, IntegerDistance> {
+ /**
+ * Constructor.
+ *
+ * @param database Database
+ * @param preprocessor Index
+ */
public Instance(Relation<O> database, SharedNearestNeighborIndex<O> preprocessor) {
super(database, preprocessor);
}
@@ -150,8 +129,10 @@ public class SharedNearestNeighborSimilarityFunction<O, D extends Distance<D>> e
* @author Erich Schubert
*
* @apiviz.exclude
+ *
+ * @param <O> Object type
*/
- public static class Parameterizer<O, D extends Distance<D>> extends AbstractIndexBasedSimilarityFunction.Parameterizer<SharedNearestNeighborIndex.Factory<O, SharedNearestNeighborIndex<O>>> {
+ public static class Parameterizer<O> extends AbstractIndexBasedSimilarityFunction.Parameterizer<SharedNearestNeighborIndex.Factory<O, SharedNearestNeighborIndex<O>>> {
@Override
protected void makeOptions(Parameterization config) {
super.makeOptions(config);
@@ -159,8 +140,8 @@ public class SharedNearestNeighborSimilarityFunction<O, D extends Distance<D>> e
}
@Override
- protected SharedNearestNeighborSimilarityFunction<O, D> makeInstance() {
- return new SharedNearestNeighborSimilarityFunction<O, D>(factory);
+ protected SharedNearestNeighborSimilarityFunction<O> makeInstance() {
+ return new SharedNearestNeighborSimilarityFunction<O>(factory);
}
}
} \ No newline at end of file
diff --git a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/SimilarityFunction.java b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/SimilarityFunction.java
index 374d451f..687d17d7 100644
--- a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/SimilarityFunction.java
+++ b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/SimilarityFunction.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.distance.similarityfunction;
+
/*
-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.query.similarity.SimilarityQuery;
diff --git a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/FooKernelFunction.java b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/FooKernelFunction.java
index 088d0554..24a9efda 100644
--- a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/FooKernelFunction.java
+++ b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/FooKernelFunction.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.distance.similarityfunction.kernel;
+
/*
-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.NumberVector;
import de.lmu.ifi.dbs.elki.data.type.TypeUtil;
diff --git a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/KernelMatrix.java b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/KernelMatrix.java
index 77b1cbb1..c41a2e91 100644
--- a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/KernelMatrix.java
+++ b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/KernelMatrix.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.distance.similarityfunction.kernel;
+
/*
-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/distance/similarityfunction/kernel/LinearKernelFunction.java b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/LinearKernelFunction.java
index 4cda9568..7d3f85d3 100644
--- a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/LinearKernelFunction.java
+++ b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/LinearKernelFunction.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.distance.similarityfunction.kernel;
+
/*
-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.TypeUtil;
diff --git a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/PolynomialKernelFunction.java b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/PolynomialKernelFunction.java
index 1856f86a..c3ad7e3e 100644
--- a/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/PolynomialKernelFunction.java
+++ b/src/de/lmu/ifi/dbs/elki/distance/similarityfunction/kernel/PolynomialKernelFunction.java
@@ -1,26 +1,27 @@
package de.lmu.ifi.dbs.elki.distance.similarityfunction.kernel;
+
/*
-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.NumberVector;
import de.lmu.ifi.dbs.elki.data.type.TypeUtil;