/* * 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.distribution; import org.apache.commons.math3.exception.NotStrictlyPositiveException; import org.apache.commons.math3.exception.OutOfRangeException; import org.apache.commons.math3.exception.util.LocalizedFormats; import org.apache.commons.math3.random.RandomGenerator; import org.apache.commons.math3.random.Well19937c; import org.apache.commons.math3.util.FastMath; /** * This class implements the Laplace distribution. * * @see <a href="http://en.wikipedia.org/wiki/Laplace_distribution">Laplace distribution (Wikipedia)</a> * * @since 3.4 */ public class LaplaceDistribution extends AbstractRealDistribution { /** Serializable version identifier. */ private static final long serialVersionUID = 20141003; /** The location parameter. */ private final double mu; /** The scale parameter. */ private final double beta; /** * Build a new instance. * <p> * <b>Note:</b> this constructor will implicitly create an instance of * {@link Well19937c} as random generator to be used for sampling only (see * {@link #sample()} and {@link #sample(int)}). In case no sampling is * needed for the created distribution, it is advised to pass {@code null} * as random generator via the appropriate constructors to avoid the * additional initialisation overhead. * * @param mu location parameter * @param beta scale parameter (must be positive) * @throws NotStrictlyPositiveException if {@code beta <= 0} */ public LaplaceDistribution(double mu, double beta) { this(new Well19937c(), mu, beta); } /** * Build a new instance. * * @param rng Random number generator * @param mu location parameter * @param beta scale parameter (must be positive) * @throws NotStrictlyPositiveException if {@code beta <= 0} */ public LaplaceDistribution(RandomGenerator rng, double mu, double beta) { super(rng); if (beta <= 0.0) { throw new NotStrictlyPositiveException(LocalizedFormats.NOT_POSITIVE_SCALE, beta); } this.mu = mu; this.beta = beta; } /** * Access the location parameter, {@code mu}. * * @return the location parameter. */ public double getLocation() { return mu; } /** * Access the scale parameter, {@code beta}. * * @return the scale parameter. */ public double getScale() { return beta; } /** {@inheritDoc} */ public double density(double x) { return FastMath.exp(-FastMath.abs(x - mu) / beta) / (2.0 * beta); } /** {@inheritDoc} */ public double cumulativeProbability(double x) { if (x <= mu) { return FastMath.exp((x - mu) / beta) / 2.0; } else { return 1.0 - FastMath.exp((mu - x) / beta) / 2.0; } } @Override public double inverseCumulativeProbability(double p) throws OutOfRangeException { if (p < 0.0 || p > 1.0) { throw new OutOfRangeException(p, 0.0, 1.0); } else if (p == 0) { return Double.NEGATIVE_INFINITY; } else if (p == 1) { return Double.POSITIVE_INFINITY; } double x = (p > 0.5) ? -Math.log(2.0 - 2.0 * p) : Math.log(2.0 * p); return mu + beta * x; } /** {@inheritDoc} */ public double getNumericalMean() { return mu; } /** {@inheritDoc} */ public double getNumericalVariance() { return 2.0 * beta * beta; } /** {@inheritDoc} */ public double getSupportLowerBound() { return Double.NEGATIVE_INFINITY; } /** {@inheritDoc} */ public double getSupportUpperBound() { return Double.POSITIVE_INFINITY; } /** {@inheritDoc} */ public boolean isSupportLowerBoundInclusive() { return false; } /** {@inheritDoc} */ public boolean isSupportUpperBoundInclusive() { return false; } /** {@inheritDoc} */ public boolean isSupportConnected() { return true; } }