/* * This file is part of ELKI: * Environment for Developing KDD-Applications Supported by Index-Structures * * Copyright (C) 2017 * 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/>. */ package de.lmu.ifi.dbs.elki.result.outlier; import java.util.ArrayList; import java.util.Collections; import java.util.List; import de.lmu.ifi.dbs.elki.database.ids.DBIDUtil; import de.lmu.ifi.dbs.elki.database.relation.DoubleRelation; import de.lmu.ifi.dbs.elki.evaluation.scores.ScoreEvaluation; import de.lmu.ifi.dbs.elki.evaluation.scores.adapter.DBIDsTest; import de.lmu.ifi.dbs.elki.evaluation.scores.adapter.OutlierScoreAdapter; import de.lmu.ifi.dbs.elki.result.*; /** * Wrap a typical Outlier result, keeping direct references to the main result * parts. * * @author Erich Schubert * @since 0.3 * * @apiviz.landmark * @apiviz.composedOf OutlierScoreMeta * @apiviz.composedOf DoubleRelation oneway - - contains * @apiviz.composedOf OrderingFromRelation */ public class OutlierResult extends BasicResult { /** * Outlier score meta information */ private OutlierScoreMeta meta; /** * Outlier scores. */ private DoubleRelation scores; /** * Outlier ordering. */ private OrderingResult ordering; /** * Constructor. * * @param meta Outlier score metadata. * @param scores Scores result. */ public OutlierResult(OutlierScoreMeta meta, DoubleRelation scores) { super(scores.getLongName(), scores.getShortName()); this.meta = meta; this.scores = scores; this.ordering = new OrderingFromRelation(scores, meta instanceof InvertedOutlierScoreMeta); this.addChildResult(scores); this.addChildResult(ordering); this.addChildResult(meta); } /** * Get the outlier score meta data * * @return the outlier meta information */ public OutlierScoreMeta getOutlierMeta() { return meta; } /** * Get the outlier scores association. * * @return the scores */ public DoubleRelation getScores() { return scores; } /** * Get the outlier ordering * * @return the ordering */ public OrderingResult getOrdering() { return ordering; } /** * Collect all outlier results from a Result * * @param r Result * @return List of outlier results */ public static List<OutlierResult> getOutlierResults(Result r) { if(r instanceof OutlierResult) { List<OutlierResult> ors = new ArrayList<>(1); ors.add((OutlierResult) r); return ors; } if(r instanceof HierarchicalResult) { return ResultUtil.filterResults(((HierarchicalResult) r).getHierarchy(), r, OutlierResult.class); } return Collections.emptyList(); } /** * Evaluate given a set of positives and a scoring. * * @param eval Evaluation measure * @return Score */ double evaluateBy(ScoreEvaluation eval) { return eval.evaluate(new DBIDsTest(DBIDUtil.ensureSet(scores.getDBIDs())), new OutlierScoreAdapter(this)); } }