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package Math::Random::Cauchy; |
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use 5.006; |
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use strict; |
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use warnings; |
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our $VERSION = '0.02'; |
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use Carp qw/croak/; |
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=head1 NAME |
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Math::Random::Cauchy - Random numbers following a Cauchy PDF |
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=head1 SYNOPSIS |
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use Math::Random::Cauchy; |
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my $cauchy = Math::Random::Cauchy->new( |
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fwhm => 1, # the width (full width, half maximum), default==1 |
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middle => 5, # the expectation value, default==0 |
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random => 'rand', # use Perl's builtin (default) |
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); |
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foreach (1..100) { |
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my $rnd = $cauchy->rand(); |
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# ... |
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} |
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# Use Math::Random::MT instead of bultin rand() |
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use Math::Random::MT; |
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my $mt = Math::Random::Mt->new($seed); |
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$cauchy = Math::Random::Cauchy->new( |
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random => sub { $mt->rand() }; |
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); |
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=head1 DESCRIPTION |
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This module transforms uniformly spaced random numbers into random |
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numbers that follow the Cauchy Probability Density Function (I). |
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A more general transformation method is implemented in |
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L. |
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The algorithm is from Blobel et al as quoted in the I section |
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below. |
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=head1 METHODS |
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=cut |
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=head2 new |
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Creates a new random number generator. Takes named arguments. |
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Optional parameters: |
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random: The random number generator. Defaults to using Perl's |
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rand() function. May be set to either 'rand' for the |
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default or a subroutine reference for custom random |
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number generators. Expected to return one or more(!) |
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random numbers per call. |
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fwhm: Full width, half maximum. Defaults to 1. |
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middle: Expectation value for x. Defaults to 0. |
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=cut |
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sub _dor { |
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foreach (@_) { |
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return $_ if defined $_; |
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} |
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return(); |
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} |
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sub new { |
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my $proto = shift; |
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my $class = ref($proto)||$proto; |
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my %args = @_; |
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# Argument checking |
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$args{fwhm} = _dor($args{fwhm}, 1); |
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$args{middle} = _dor($args{middle}, 1); |
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if ($args{fwhm} <= 0) { |
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croak("'fwhm' must be positive!"); |
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} |
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$args{random} = _dor($args{random}, 'rand'); |
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if (not ref($args{random}) eq 'CODE') { |
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croak("'random' parameter must be a CODE reference or 'rand'") |
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if not $args{random} eq 'rand'; |
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} |
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my $self = { |
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fwhm => $args{fwhm}, |
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middle => $args{middle}, |
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random => $args{random}, |
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cache => [], |
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}; |
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bless $self => $class; |
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return $self; |
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} |
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=head2 rand |
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Returns the next random number of Cauchy PDF. |
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=cut |
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sub rand { |
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my $self = shift; |
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my $rnd = $self->{random}; |
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my $cache = $self->{cache}; |
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my $x; |
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while (not defined $x) { |
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while (@$cache < 2) { |
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if (not ref $rnd) { |
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push @$cache, rand(); |
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} |
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else { |
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push @$cache, $rnd->(); |
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} |
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} |
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my ($u1, $u2) = (shift(@$cache), shift(@$cache)); |
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my ($v1, $v2) = (2*$u1-1, 2*$u2-1); |
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my $r = $v1**2 + $v2**2; |
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next if $r > 1; |
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$x = 0.5*$v1/$v2; |
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} |
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$x = $self->{middle} + $x*$self->{fwhm}; |
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return $x; |
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} |
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1; |
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__END__ |