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Diffstat (limited to 'src/de/lmu/ifi/dbs/elki/math/statistics/distribution/estimator/GumbelMADEstimator.java')
-rw-r--r-- | src/de/lmu/ifi/dbs/elki/math/statistics/distribution/estimator/GumbelMADEstimator.java | 82 |
1 files changed, 82 insertions, 0 deletions
diff --git a/src/de/lmu/ifi/dbs/elki/math/statistics/distribution/estimator/GumbelMADEstimator.java b/src/de/lmu/ifi/dbs/elki/math/statistics/distribution/estimator/GumbelMADEstimator.java new file mode 100644 index 00000000..ebf6354a --- /dev/null +++ b/src/de/lmu/ifi/dbs/elki/math/statistics/distribution/estimator/GumbelMADEstimator.java @@ -0,0 +1,82 @@ +package de.lmu.ifi.dbs.elki.math.statistics.distribution.estimator; + +/* + This file is part of ELKI: + Environment for Developing KDD-Applications Supported by Index-Structures + + Copyright (C) 2013 + 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.math.statistics.distribution.GumbelDistribution; +import de.lmu.ifi.dbs.elki.utilities.documentation.Reference; +import de.lmu.ifi.dbs.elki.utilities.optionhandling.AbstractParameterizer; + +/** + * Parameter estimation via median and median absolute deviation from median + * (MAD). + * + * Reference: + * <p> + * D. J. Olive<br /> + * Applied Robust Statistics<br /> + * Preprint of an upcoming book, University of Minnesota + * </p> + * + * @author Erich Schubert + * + * @apiviz.has GumbelDistribution - - estimates + */ +@Reference(title = "Applied Robust Statistics", authors = "D. J. Olive", booktitle = "Applied Robust Statistics", url="http://lagrange.math.siu.edu/Olive/preprints.htm") +public class GumbelMADEstimator extends AbstractMADEstimator<GumbelDistribution> { + /** + * Static instance. + */ + public static final GumbelMADEstimator STATIC = new GumbelMADEstimator(); + + /** + * Private constructor, use static instance! + */ + private GumbelMADEstimator() { + // Do not instantiate + } + + @Override + public GumbelDistribution estimateFromMedianMAD(double median, double mad) { + // TODO: Work around degenerate cases? + return new GumbelDistribution(median + 0.4778 * mad, 1.3037 * mad); + } + + @Override + public Class<? super GumbelDistribution> getDistributionClass() { + return GumbelDistribution.class; + } + + /** + * Parameterization class. + * + * @author Erich Schubert + * + * @apiviz.exclude + */ + public static class Parameterizer extends AbstractParameterizer { + @Override + protected GumbelMADEstimator makeInstance() { + return STATIC; + } + } +} |