/* GeoGebra - Dynamic Mathematics for Everyone http://www.geogebra.org This file is part of GeoGebra. This program is free software; you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation. */ package org.geogebra.common.kernel.statistics; import org.apache.commons.math3.stat.inference.TTest; import org.geogebra.common.kernel.Construction; import org.geogebra.common.kernel.algos.AlgoElement; import org.geogebra.common.kernel.arithmetic.NumberValue; import org.geogebra.common.kernel.commands.Commands; import org.geogebra.common.kernel.geos.GeoElement; import org.geogebra.common.kernel.geos.GeoList; import org.geogebra.common.kernel.geos.GeoText; import org.geogebra.common.util.StringUtil; /** * Performs a paired t-test. * * * @author G. Sturr */ public class AlgoTTestPaired extends AlgoElement { private GeoList geoList0, geoList1; // input private GeoText tail; // input private GeoList result; // output private TTest tTestImpl; private double[] val0, val1; public AlgoTTestPaired(Construction cons, String label, GeoList geoList0, GeoList geoList1, GeoText tail) { super(cons); this.geoList0 = geoList0; this.geoList1 = geoList1; this.tail = tail; result = new GeoList(cons); setInputOutput(); // for AlgoElement compute(); result.setLabel(label); } @Override public Commands getClassName() { return Commands.TTestPaired; } @Override protected void setInputOutput() { input = new GeoElement[3]; input[0] = geoList0; input[1] = geoList1; input[2] = tail; setOnlyOutput(result); setDependencies(); // done by AlgoElement } public GeoList getResult() { return result; } private double adjustedPValue(double p, double testStatistic) { // two sided test if (StringUtil.isNotEqual(tail.getTextString())) { return p; } else if ((tail.getTextString().equals(">") && testStatistic > 0) || (tail.getTextString().equals("<") && testStatistic < 0)) { return p / 2; } else { return 1 - p / 2; } } @Override public final void compute() { if (!(StringUtil.isInequality(tail.getTextString()))) { result.setUndefined(); return; } double p, testStat; // sample data input int size = geoList0.size(); if (!geoList1.isDefined() || geoList1.size() != size) { result.setUndefined(); return; } // create number value arrays val0 = new double[size]; val1 = new double[size]; GeoElement geo0, geo1; NumberValue num0, num1; for (int i = 0; i < size; i++) { geo0 = geoList0.get(i); geo1 = geoList1.get(i); if (geo0 instanceof NumberValue && geo1 instanceof NumberValue) { num0 = (NumberValue) geo0; num1 = (NumberValue) geo1; val0[i] = num0.getDouble(); val1[i] = num1.getDouble(); } else { result.setUndefined(); return; } } try { // get the test statistic and p if (tTestImpl == null) { tTestImpl = new TTest(); } testStat = tTestImpl.pairedT(val0, val1); p = tTestImpl.pairedTTest(val0, val1); testStat = tTestImpl.pairedT(val0, val1); p = adjustedPValue(p, testStat); // put these results into the output list result.clear(); result.addNumber(p, null); result.addNumber(testStat, null); } catch (RuntimeException e) { // catches ArithmeticException, IllegalStateException and // ArithmeticException e.printStackTrace(); } } }