| /* |
| * Licensed to the Apache Software Foundation (ASF) under one or more |
| * contributor license agreements. See the NOTICE file distributed with |
| * this work for additional information regarding copyright ownership. |
| * The ASF licenses this file to You under the Apache License, Version 2.0 |
| * (the "License"); you may not use this file except in compliance with |
| * the License. You may obtain a copy of the License at |
| * |
| * http://www.apache.org/licenses/LICENSE-2.0 |
| * |
| * Unless required by applicable law or agreed to in writing, software |
| * distributed under the License is distributed on an "AS IS" BASIS, |
| * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| * See the License for the specific language governing permissions and |
| * limitations under the License. |
| */ |
| package org.apache.commons.math3.random; |
| |
| import org.apache.commons.math3.exception.OutOfRangeException; |
| import org.apache.commons.math3.stat.StatUtils; |
| import org.apache.commons.math3.stat.descriptive.DescriptiveStatistics; |
| import org.junit.Assert; |
| import org.junit.Test; |
| |
| /** |
| * The class <code>StableRandomGeneratorTest</code> contains tests for the class |
| * {@link StableRandomGenerator} |
| * |
| */ |
| public class StableRandomGeneratorTest { |
| |
| private RandomGenerator rg = new Well19937c(100); |
| private final static int sampleSize = 10000; |
| |
| /** |
| * Run the double nextDouble() method test Due to leptokurtic property the |
| * acceptance range is widened. |
| * |
| * TODO: verify that tolerance this wide is really OK |
| */ |
| @Test |
| public void testNextDouble() { |
| StableRandomGenerator generator = new StableRandomGenerator(rg, 1.3, |
| 0.1); |
| double[] sample = new double[2 * sampleSize]; |
| for (int i = 0; i < sample.length; ++i) { |
| sample[i] = generator.nextNormalizedDouble(); |
| } |
| Assert.assertEquals(0.0, StatUtils.mean(sample), 0.3); |
| } |
| |
| /** |
| * If alpha = 2, than it must be Gaussian distribution |
| */ |
| @Test |
| public void testGaussianCase() { |
| StableRandomGenerator generator = new StableRandomGenerator(rg, 2d, 0.0); |
| |
| double[] sample = new double[sampleSize]; |
| for (int i = 0; i < sample.length; ++i) { |
| sample[i] = generator.nextNormalizedDouble(); |
| } |
| Assert.assertEquals(0.0, StatUtils.mean(sample), 0.02); |
| Assert.assertEquals(1.0, StatUtils.variance(sample), 0.02); |
| } |
| |
| /** |
| * If alpha = 1, than it must be Cauchy distribution |
| */ |
| @Test |
| public void testCauchyCase() { |
| StableRandomGenerator generator = new StableRandomGenerator(rg, 1d, 0.0); |
| DescriptiveStatistics summary = new DescriptiveStatistics(); |
| |
| for (int i = 0; i < sampleSize; ++i) { |
| double sample = generator.nextNormalizedDouble(); |
| summary.addValue(sample); |
| } |
| |
| // Standard Cauchy distribution should have zero median and mode |
| double median = summary.getPercentile(50); |
| Assert.assertEquals(0.0, median, 0.2); |
| } |
| |
| /** |
| * Input parameter range tests |
| */ |
| @Test |
| public void testAlphaRangeBelowZero() { |
| try { |
| new StableRandomGenerator(rg, |
| -1.0, 0.0); |
| Assert.fail("Expected OutOfRangeException"); |
| } catch (OutOfRangeException e) { |
| Assert.assertEquals(-1.0, e.getArgument()); |
| } |
| } |
| |
| @Test |
| public void testAlphaRangeAboveTwo() { |
| try { |
| new StableRandomGenerator(rg, |
| 3.0, 0.0); |
| Assert.fail("Expected OutOfRangeException"); |
| } catch (OutOfRangeException e) { |
| Assert.assertEquals(3.0, e.getArgument()); |
| } |
| } |
| |
| @Test |
| public void testBetaRangeBelowMinusOne() { |
| try { |
| new StableRandomGenerator(rg, |
| 1.0, -2.0); |
| Assert.fail("Expected OutOfRangeException"); |
| } catch (OutOfRangeException e) { |
| Assert.assertEquals(-2.0, e.getArgument()); |
| } |
| } |
| |
| @Test |
| public void testBetaRangeAboveOne() { |
| try { |
| new StableRandomGenerator(rg, |
| 1.0, 2.0); |
| Assert.fail("Expected OutOfRangeException"); |
| } catch (OutOfRangeException e) { |
| Assert.assertEquals(2.0, e.getArgument()); |
| } |
| } |
| } |