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Title: Algorithms/Pseudorandom Numbers - Pseudo Random Number Generators Algorithms for good random number generators with theoretical discussion and software examples. |
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Pseudo random number generators
Home Cultural Selection Theory Evolutionary biology Random number generators Software optimization resources Web software Contact address
Pseudo random number generators
uniform and non-uniform distributions
This page contains software libraries for some very good random number generators.
The basic random number generators make floating point or integer random
numbers with uniform distributions. This code is available in C++ and assembly
language.
The non-uniform random number generators make random variates with the
following distributions:
normal, bernoulli, poisson, binomial, hypergeometric, Wallenius' and Fisher's noncentral hypergeometric,
multinomial, multivariate hypergeometric, Wallenius' and Fisher's multivariate noncentral hypergeometric,
and shuffling. This code is available in C++ language.
Code examples are included, showing how to use these software libraries.
The uniform random number generators are also available as ready-to-use
library files which can be linked into projects in many different programming
languages under Windows, Linux, BSD and other operating systems on the PC
platform. These libraries are coded in assembly language for improved speed.
These generators are intended for Monte Carlo applications, not for
cryptographic applications.
Download packages:
Uniform random number generators in C++
Description: C++ class library containing the following random
number generators: Mersenne twister and Mother-of-all. Can
generate floating point or integer random numbers with uniform distribution,
and random bits. Very good randomness, high resolution, extremely long cycle
lengths, and high speed. Example included.
Also includes assembly language implementations for x86-based systems
for improved speed.
System requirements: Any C++ compiler, any operating system.
Further description and instructions
Description of Mother-of-all generator
File name: randomc.zip, size: 102418, last modified: 2007-Sep-23.Download C++ random number generators.
Non-uniform random number generators in C++
Description: C++ class library generating random numbers with the following distributions: normal,
bernoulli, poisson,
binomial, hypergeometric, Wallenius' and Fisher's noncentral hypergeometric,
multinomial, multivariate hypergeometric,
and multivariate Fisher's and Wallenius' noncentral hypergeometric distributions.
A function for shuffling numbers is also included, as well as C++ examples
showing how to use these functions for simulating evolution and for other purposes.
Most of the functions are fast and accurate, even for extreme values of the
parameters.
You have the choice of using any of the uniform random number generators
listed above (C++ or assembly) as base for these non-uniform random number
generators.
Further description and instructions.
Definition of distributions pdf format.
Wallenius' noncentral hypergeometric distribution theory.
Theoretical description of sampling methods used pdf format.
File name: stocc.zip, size: 262744, last modified: 2008-Feb-06.Download non-uniform random number generators.
List of random numbers
Description: A list of 10000 random numbers generated with a combined generator.
File name: 10000ran.zip, size: 49098, last modified: 2005-May-24.Download 10000 random numbers.
R package for noncentral hypergeometric distributions
Description:
Package for the R language (www.r-project.org)
for calculating the various noncentral hypergeometric distributions. Useful
for biased urn models, models of biased sampling and evolution by natural
selection.
Package name: BiasedUrn, last modified: 2007-Jun-16.
BiasedUrn.
Comments to the theory of these random number generators can be posted to my
discussion board.
Follow my research on the noncentral hypergeometric distributions.
Please don't mail me with your programming problems. Your mail will not be answered.
Links to related sites
PLAB: A Server on the Theory and Practice of
Random Number Generation
The R Project for Statistical Computing.
Free software system for mathematical and statistical computing.
Ernst Stadlober's
page on non-uniform random number generation, including the Win-rand
package which contains many other distributions than the ones supplied here,
and a graphic interface to show the distribution curves.
Ranlib: library of functions for random number generators and non-uniform
variates ftp://odin.mda.uth.tmc.edu/pub/source and
ftp://odin.mda.uth.tmc.edu/pub/msdos
RngPack: Random number generators for Java: http://www.honeylocust.com/RngPack/
Matsumoto's Mersenne Twister RNG:
http://www.math.sci.hiroshima-u.ac.jp/~m-mat/eindex.html
Regress: Statistics package for Macintosh:
http://www.causaScientia.org/software/Regress_plus.html
604271
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