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///////////////////////////////////////////////////////////////////////////////
// For information as to what this class does, see the Javadoc, below.       //
// Copyright (C) 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006,       //
// 2007, 2008, 2009, 2010, 2014, 2015, 2022 by Peter Spirtes, Richard        //
// Scheines, Joseph Ramsey, and Clark Glymour.                               //
//                                                                           //
// 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; either version 2 of the License, or         //
// (at your option) any later version.                                       //
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// 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 General Public License for more details.                              //
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// You should have received a copy of the GNU General Public License         //
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// Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA  02111-1307  USA //
///////////////////////////////////////////////////////////////////////////////

package edu.cmu.tetrad.util.dist;

import edu.cmu.tetrad.util.NumberFormatUtil;
import edu.cmu.tetrad.util.RandomUtil;
import edu.cmu.tetrad.util.TetradLogger;

import java.io.IOException;
import java.io.ObjectInputStream;
import java.io.ObjectOutputStream;
import java.io.Serial;
import java.text.NumberFormat;

/**
 * A normal distribution that allows its parameters to be set and allows random sampling. The parameters are 0 = mean, 1
 * = standard deviation.
 *
 * @author josephramsey
 * @version $Id: $Id
 */
public class Normal implements Distribution {
    private static final long serialVersionUID = 23L;

    /**
     * The mean of the distribution.
     *
     * @serial
     */
    private double mean;

    /**
     * The standard deviation of the distribution.
     *
     * @serial
     */
    private double sd;

    /**
     * 

Constructor for Normal.

* * @param mean a double * @param sd a double */ public Normal(double mean, double sd) { setParameter(0, mean); setParameter(1, sd); } /** * Generates a simple exemplar of this class to test serialization. * * @return The exemplar. */ public static Normal serializableInstance() { return new Normal(0, 1); } /** *

getName.

* * @return a {@link java.lang.String} object */ public String getName() { return "N"; } /** * {@inheritDoc} */ public void setParameter(int index, double value) { if (index == 0) { this.mean = value; } else if (index == 1 && value >= 0) { this.sd = value; } else { throw new IllegalArgumentException("Illegal value for parameter " + index + ": " + value); } } /** * {@inheritDoc} */ public double getParameter(int index) { if (index == 0) { return this.mean; } else if (index == 1) { return this.sd; } else { throw new IllegalArgumentException("Illegal index: " + index); } } /** * {@inheritDoc} */ public String getParameterName(int index) { if (index == 0) { return "Mean"; } else if (index == 1) { return "Standard Deviation"; } else { throw new IllegalArgumentException("Not a parameter index: " + index); } } /** *

getNumParameters.

* * @return the number of parameters = 2. */ public int getNumParameters() { return 2; } /** *

nextRandom.

* * @return the next random sample from the distribution. */ public double nextRandom() { return RandomUtil.getInstance().nextNormal(this.mean, this.sd); } /** *

toString.

* * @return a {@link java.lang.String} object */ public String toString() { NumberFormat nf = NumberFormatUtil.getInstance().getNumberFormat(); return "N(" + nf.format(this.mean) + ", " + nf.format(this.sd) + ")"; } //========================PRIVATE METHODS===========================// /** * Writes the object to the specified ObjectOutputStream. * * @param out The ObjectOutputStream to write the object to. * @throws IOException If an I/O error occurs. */ @Serial private void writeObject(ObjectOutputStream out) throws IOException { try { out.defaultWriteObject(); } catch (IOException e) { TetradLogger.getInstance().log("Failed to serialize object: " + getClass().getCanonicalName() + ", " + e.getMessage()); throw e; } } /** * Reads the object from the specified ObjectInputStream. This method is used during deserialization * to restore the state of the object. * * @param in The ObjectInputStream to read the object from. * @throws IOException If an I/O error occurs. * @throws ClassNotFoundException If the class of the serialized object cannot be found. */ @Serial private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException { try { in.defaultReadObject(); } catch (IOException e) { TetradLogger.getInstance().log("Failed to deserialize object: " + getClass().getCanonicalName() + ", " + e.getMessage()); throw e; } } }




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