summaryrefslogtreecommitdiff
path: root/src/de/lmu/ifi/dbs/elki/datasource/filter/typeconversions/ClassLabelFromPatternFilter.java
diff options
context:
space:
mode:
authorAndrej Shadura <andrewsh@debian.org>2019-03-09 22:30:40 +0000
committerAndrej Shadura <andrewsh@debian.org>2019-03-09 22:30:40 +0000
commit337087b668d3a54f3afee3a9adb597a32e9f7e94 (patch)
treed860094269622472f8079d497ac7af02dbb4e038 /src/de/lmu/ifi/dbs/elki/datasource/filter/typeconversions/ClassLabelFromPatternFilter.java
parent14a486343aef55f97f54082d6b542dedebf6f3ba (diff)
Import Upstream version 0.6.5~20141030
Diffstat (limited to 'src/de/lmu/ifi/dbs/elki/datasource/filter/typeconversions/ClassLabelFromPatternFilter.java')
-rw-r--r--src/de/lmu/ifi/dbs/elki/datasource/filter/typeconversions/ClassLabelFromPatternFilter.java218
1 files changed, 218 insertions, 0 deletions
diff --git a/src/de/lmu/ifi/dbs/elki/datasource/filter/typeconversions/ClassLabelFromPatternFilter.java b/src/de/lmu/ifi/dbs/elki/datasource/filter/typeconversions/ClassLabelFromPatternFilter.java
new file mode 100644
index 00000000..3ced4e2f
--- /dev/null
+++ b/src/de/lmu/ifi/dbs/elki/datasource/filter/typeconversions/ClassLabelFromPatternFilter.java
@@ -0,0 +1,218 @@
+package de.lmu.ifi.dbs.elki.datasource.filter.typeconversions;
+
+/*
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2014
+ 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 gnu.trove.list.array.TIntArrayList;
+
+import java.util.regex.Pattern;
+
+import de.lmu.ifi.dbs.elki.data.LabelList;
+import de.lmu.ifi.dbs.elki.data.SimpleClassLabel;
+import de.lmu.ifi.dbs.elki.data.type.SimpleTypeInformation;
+import de.lmu.ifi.dbs.elki.data.type.TypeUtil;
+import de.lmu.ifi.dbs.elki.datasource.bundle.BundleMeta;
+import de.lmu.ifi.dbs.elki.datasource.filter.AbstractStreamFilter;
+import de.lmu.ifi.dbs.elki.utilities.Alias;
+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;
+import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameters.PatternParameter;
+import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameters.StringParameter;
+
+/**
+ * Streaming filter to derive an outlier class label.
+ *
+ * @author Erich Schubert
+ */
+@Alias({ "de.lmu.ifi.dbs.elki.datasource.filter.normalization.ClassLabelFromPatternFilter" })
+public class ClassLabelFromPatternFilter extends AbstractStreamFilter {
+ /**
+ * Current meta data
+ */
+ BundleMeta meta = null;
+
+ /**
+ * Bitset of label columns
+ */
+ TIntArrayList labelcols = new TIntArrayList();
+
+ /**
+ * Label to return for positive matches.
+ */
+ SimpleClassLabel positive;
+
+ /**
+ * Label to return for negative matches.
+ */
+ SimpleClassLabel negative;
+
+ /**
+ * Matching pattern.
+ */
+ Pattern pattern;
+
+ /**
+ * Constructor.
+ *
+ * @param pattern Pattern for matching
+ * @param positive Positive label
+ * @param negative Negative label
+ */
+ public ClassLabelFromPatternFilter(Pattern pattern, String positive, String negative) {
+ super();
+ this.pattern = pattern;
+ this.positive = new SimpleClassLabel(positive);
+ this.negative = new SimpleClassLabel(negative);
+ }
+
+ /**
+ * Constructor.
+ *
+ * @param pattern Pattern for matching
+ * @param positive Positive label
+ * @param negative Negative label
+ */
+ public ClassLabelFromPatternFilter(Pattern pattern, SimpleClassLabel positive, SimpleClassLabel negative) {
+ super();
+ this.pattern = pattern;
+ this.positive = positive;
+ this.negative = negative;
+ }
+
+ @Override
+ public BundleMeta getMeta() {
+ if(meta == null) {
+ // Rebuild metadata.
+ BundleMeta origmeta = source.getMeta();
+ meta = new BundleMeta(origmeta.size() + 1);
+ meta.add(TypeUtil.SIMPLE_CLASSLABEL);
+ labelcols.clear();
+ for(int i = 0; i < origmeta.size(); i++) {
+ final SimpleTypeInformation<?> orig = origmeta.get(i);
+ if(TypeUtil.GUESSED_LABEL.isAssignableFromType(orig)) {
+ labelcols.add(i);
+ }
+ meta.add(orig);
+ }
+ }
+ return meta;
+ }
+
+ @Override
+ public Object data(int rnum) {
+ if(rnum > 0) {
+ return source.data(rnum - 1);
+ }
+ if(meta == null) {
+ getMeta(); // Trigger build
+ }
+ for(int i = 0; i < labelcols.size(); i++) {
+ Object o = source.data(labelcols.get(i));
+ if(o == null) {
+ continue;
+ }
+ if(o instanceof LabelList) {
+ final LabelList ll = (LabelList) o;
+ for(int j = 0; j < ll.size(); j++) {
+ if(pattern.matcher(ll.get(j)).find()) {
+ return positive;
+ }
+ }
+ continue;
+ }
+ if(pattern.matcher(o.toString()).find()) {
+ return positive;
+ }
+ }
+ return negative;
+ }
+
+ @Override
+ public Event nextEvent() {
+ final Event ev = source.nextEvent();
+ if(Event.META_CHANGED.equals(ev)) {
+ meta = null;
+ }
+ return ev;
+ }
+
+ /**
+ * Parameterization class.
+ *
+ * @author Erich Schubert
+ *
+ * @apiviz.exclude
+ */
+ public static class Parameterizer extends AbstractParameterizer {
+ /**
+ * Pattern for recognizing positive objects.
+ */
+ public static final OptionID PATTERN_ID = new OptionID("class.pattern", "Regular expression to identify positive objects.");
+
+ /**
+ * Class label to assign to positive instances.
+ */
+ public static final OptionID POSITIVE_ID = new OptionID("class.positive", "Class label to use for positive instances.");
+
+ /**
+ * Class label to assign to negative instances.
+ */
+ public static final OptionID NEGATIVE_ID = new OptionID("class.negative", "Class label to use for negative instances.");
+
+ /**
+ * Matching pattern.
+ */
+ Pattern pattern;
+
+ /**
+ * Names for positive and negative classes.
+ */
+ String positive, negative;
+
+ @Override
+ protected void makeOptions(Parameterization config) {
+ super.makeOptions(config);
+
+ PatternParameter patternP = new PatternParameter(PATTERN_ID);
+ if(config.grab(patternP)) {
+ pattern = patternP.getValue();
+ }
+
+ StringParameter positiveP = new StringParameter(POSITIVE_ID, "positive");
+ if(config.grab(positiveP)) {
+ positive = positiveP.getValue();
+ }
+
+ StringParameter negativeP = new StringParameter(NEGATIVE_ID, "negative");
+ if(config.grab(negativeP)) {
+ negative = negativeP.getValue();
+ }
+ }
+
+ @Override
+ protected ClassLabelFromPatternFilter makeInstance() {
+ return new ClassLabelFromPatternFilter(pattern, positive, negative);
+ }
+ }
+}