weka.core

## Class RandomVariates

- java.lang.Object
- - java.util.Random
  - - weka.core.RandomVariates

- All Implemented Interfaces:
    java.io.Serializable, RevisionHandler

      public final class RandomVariates
      extends java.util.Random
      implements RevisionHandler

  Class implementing some simple random variates generator.
  Version:
    $Revision: 8034 $
  Author:
    Xin Xu (xx5@cs.waikato.ac.nz)
  See Also:
    Serialized Form

- - ### Constructor Summary

    Constructors
    Constructor and Description
    `RandomVariates()` Simply the constructor of super class
    `RandomVariates(long seed)` Simply the constructor of super class

  - ### Method Summary

    All Methods Static Methods Instance Methods Concrete Methods
    Modifier and Type | Method and Description
    --- | ---
    `java.lang.String` | `getRevision()` Returns the revision string.
    `static void` | `main(java.lang.String[] ops)` Main method for testing this class.
    `double` | `nextErlang(int a)` Generate a value of a variate following standard Erlang distribution.
    `double` | `nextExponential()` Generate a value of a variate following standard exponential distribution using simple inverse method.
    `double` | `nextGamma(double a)` Generate a value of a variate following standard Gamma distribution with shape parameter a.

    - ### Methods inherited from class java.util.Random

      `doubles, doubles, doubles, doubles, ints, ints, ints, ints, longs, longs, longs, longs, nextBoolean, nextBytes, nextDouble, nextFloat, nextGaussian, nextInt, nextInt, nextLong, setSeed`

    - ### Methods inherited from class java.lang.Object

      `equals, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait`

- - ### Constructor Detail

    - #### RandomVariates

          public RandomVariates()

      Simply the constructor of super class

    - #### RandomVariates

          public RandomVariates(long seed)

      Simply the constructor of super class
      Parameters:
        `seed` - the seed in this random object

  - ### Method Detail

    - #### nextExponential

          public double nextExponential()

      Generate a value of a variate following standard exponential distribution using simple inverse method.

      Variates related to standard Exponential can be generated using simple transformations.

      Returns:
        a value of the variate

    - #### nextErlang

          public double nextErlang(int a)
                            throws java.lang.Exception

      Generate a value of a variate following standard Erlang distribution. It can be used when the shape parameter is an integer and not too large, say, <100. When the parameter is not an integer (which is often named Gamma distribution) or is large, use `nextGamma(double a)` instead.
      Parameters:
        `a` - the shape parameter, must be no less than 1
      Returns:
        a value of the variate
      Throws:
        `java.lang.Exception` - if parameter less than 1

    - #### nextGamma

          public double nextGamma(double a)
                           throws java.lang.Exception

      Generate a value of a variate following standard Gamma distribution with shape parameter a.

      If a>1, it uses a rejection method developed by Minh(1988)"Generating Gamma Variates", ACM Trans. on Math. Software, Vol.14, No.3, pp261-266.
      If a<1, it uses the algorithm "GS" developed by Ahrens and Dieter(1974) "COMPUTER METHODS FOR SAMPLING FROM GAMMA, BETA, POISSON AND BINOMIAL DISTRIBUTIONS", COMPUTING, 12 (1974), pp223-246, and further implemented in Fortran by Ahrens, Kohrt and Dieter(1983) "Algorithm 599: sampling from Gamma and Poisson distributions", ACM Trans. on Math. Software, Vol.9 No.2, pp255-257.

      Variates related to standard Gamma can be generated using simple transformations.

      Parameters:
        `a` - the shape parameter, must be greater than 1
      Returns:
        a value of the variate
      Throws:
        `java.lang.Exception` - if parameter not greater than 1

    - #### getRevision

          public java.lang.String getRevision()

      Returns the revision string.
      Specified by:
        `getRevision` in interface `RevisionHandler`
      Returns:
        the revision

    - #### main

          public static void main(java.lang.String[] ops)

      Main method for testing this class.
      Parameters:
        `ops` - # of variates/seed, default is 10/45