Mercurial > dive4elements > river
view artifacts/src/main/java/org/dive4elements/river/artifacts/math/GrubbsOutlier.java @ 6693:88bb0c794833
issue1391: Enable GaugeDischarge artifact to directly load a table by its ID
This allows us to use the GaugeDischargeArtifact for any discharge
tables that we have in our database. The name of the created facet
is taken from the ids string as is also usual in the WMS artifacts.
author | Andre Heinecke <aheinecke@intevation.de> |
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date | Mon, 29 Jul 2013 12:19:57 +0200 |
parents | af13ceeba52a |
children | 0a5239a1e46e |
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/* Copyright (C) 2011, 2012, 2013 by Bundesanstalt für Gewässerkunde * Software engineering by Intevation GmbH * * This file is Free Software under the GNU AGPL (>=v3) * and comes with ABSOLUTELY NO WARRANTY! Check out the * documentation coming with Dive4Elements River for details. */ package org.dive4elements.river.artifacts.math; import java.util.List; import org.apache.commons.math.MathException; import org.apache.commons.math.distribution.TDistributionImpl; import org.apache.commons.math.stat.descriptive.moment.Mean; import org.apache.commons.math.stat.descriptive.moment.StandardDeviation; import org.apache.log4j.Logger; public class GrubbsOutlier { public static final double EPSILON = 1e-5; public static final double DEFAULT_ALPHA = 0.05; private static Logger log = Logger.getLogger(GrubbsOutlier.class); protected GrubbsOutlier() { } public static Integer findOutlier(List<Double> values) { return findOutlier(values, DEFAULT_ALPHA, null); } public static Integer findOutlier( List<Double> values, double alpha, double[] stdDevResult ) { boolean debug = log.isDebugEnabled(); if (debug) { log.debug("outliers significance: " + alpha); } alpha = 1d - alpha; int N = values.size(); if (debug) { log.debug("Values to check: " + N); } if (N < 3) { return null; } Mean mean = new Mean(); StandardDeviation std = new StandardDeviation(); for (Double value: values) { double v = value.doubleValue(); mean.increment(v); std .increment(v); } double m = mean.getResult(); double s = std.getResult(); if (debug) { log.debug("mean: " + m); log.debug("std dev: " + s); } double maxZ = -Double.MAX_VALUE; int iv = -1; for (int i = N-1; i >= 0; --i) { double v = values.get(i).doubleValue(); double z = Math.abs(v - m); if (z > maxZ) { maxZ = z; iv = i; } } if (Math.abs(s) < EPSILON) { return null; } maxZ /= s; TDistributionImpl tdist = new TDistributionImpl(N-2); double t; try { t = tdist.inverseCumulativeProbability(alpha/(N+N)); } catch (MathException me) { log.error(me); return null; } t *= t; double za = ((N-1)/Math.sqrt(N))*Math.sqrt(t/(N-2d+t)); if (debug) { log.debug("max: " + maxZ + " crit: " + za); } if (stdDevResult != null) { stdDevResult[0] = std.getResult(); } return maxZ > za ? Integer.valueOf(iv) : null; } } // vim:set ts=4 sw=4 si et sta sts=4 fenc=utf8 :