I would like to calculate the Cumulative Density Function of a normal distribution in Perl. I am using the
Math::Gauss
module from CPAN which calculates a CDF without any problem.
#!/usr/bin/perl
use strict;
use warnings;
use Math::Gauss ':all';
my $x = 0.1;
my $mean = 0;
my $std = 0.1;
my $output = cdf($x, $mean, $std);
print $output;
However, I got a module installation problem when I ran the code in a different server as below:
Can't locate Math/Gauss.pm in @INC (@INC contains:
/etc/perl
/usr/local/lib/perl/5.14.2
/usr/local/share/perl/5.14.2
/usr/lib/perl5
/usr/share/perl5
/usr/lib/perl/5.14
/usr/share/perl/5.14
/usr/local/lib/site_perl
. ) at ./ttt.pl line 5.
BEGIN failed--compilation aborted at ./ttt.pl line 5.
I don't have a root authority so I need to install it locally, but I think CDF calculation is not a big calculation. (The CDF equation is simple.)
So it would be great if I knew the way to calculate a CDF in Perl without any installation. Or is there a way to include Math/Gauss.pm
in my code so I can use it without installation?
Below is a module based on Math::Gauss.
# Copyright (C) 2011 by Philipp K. Janert
# No rights reserved by Eric L. Brine
#
# March 13th, 2017 - Eric Brine - Trimmed into light version of the module.
#
# This library is free software; you can redistribute it and/or modify
# it under the same terms as Perl itself, either Perl version 5.10.1 or,
# at your option, any later version of Perl 5 you may have available.
package Math::GaussLite;
use strict;
use warnings;
use Carp;
use Exporter qw( import );
our @EXPORT_OK = qw( cdf );
my $SQRT2PI = 2.506628274631;
sub pdf {
my ( $x, $m, $s ) = ( 0, 0, 1 );
$x = shift if @_;
$m = shift if @_;
$s = shift if @_;
if( $s <= 0 ) {
croak( "Can't evaluate Math::Gauss:pdf for \$s=$s not strictly positive" );
}
my $z = ($x-$m)/$s;
return exp(-0.5*$z*$z)/($SQRT2PI*$s);
}
sub cdf {
my ( $x, $m, $s ) = ( 0, 0, 1 );
$x = shift if @_;
$m = shift if @_;
$s = shift if @_;
# Abramowitz & Stegun, 26.2.17
# absolute error less than 7.5e-8 for all x
if( $s <= 0 ) {
croak( "Can't evaluate Math::Gauss:cdf for \$s=$s not strictly positive" );
}
my $z = ($x-$m)/$s;
my $t = 1.0/(1.0 + 0.2316419*abs($z));
my $y = $t*(0.319381530
+ $t*(-0.356563782
+ $t*(1.781477937
+ $t*(-1.821255978
+ $t*1.330274429 ))));
if( $z > 0 ) {
return 1.0 - pdf( $z )*$y;
} else {
return pdf( $z )*$y;
}
}
1;
(Honestly, since this is really just a formula, the Copyright doesn't provide much protection.)