=head1 NAME Text::NSP::Measures::2D::CHI - Perl module that provides error checks for the Pearson's chi squared, phi coefficient and the Tscore measures. =head1 SYNOPSIS =head3 Basic Usage use Text::NSP::Measures::2D::CHI::x2; my $npp = 60; my $n1p = 20; my $np1 = 20; my $n11 = 10; $x2_value = calculateStatistic( n11=>$n11, n1p=>$n1p, np1=>$np1, npp=>$npp); if( ($errorCode = getErrorCode())) { print STDERR $errorCode." - ".getErrorMessage()."\n""; } else { print getStatisticName."value for bigram is ".$x2_value."\n""; } =head1 DESCRIPTION This module is the base class for the Chi-squared and Phi coefficient measures. This module provides error checks specific for these measures, it also implements the computations that are common to these measures. =over =item Pearson's Chi-Squared x2 = 2 * [((n11 - m11)/m11)^2 + ((n12 - m12)/m12)^2 + ((n21 - m21)/m21)^2 + ((n22 -m22)/m22)^2] =item Phi Coefficient PHI^2 = ((n11 * n22) - (n21 * n21))^2/(n1p * np1 * np2 * n2p) =item T-Score tscore = (n11 - m11)/sqrt(n11) =back Note that the value of PHI^2 is equivalent to Pearson's Chi-Squared test multiplied by the sample size, that is: Chi-Squared = npp * PHI^2 Although T-score seems quite different from the other two measures we have put it in the CHI family because like the other two measures it uses the difference between the observed and expected values and is also quite similar in ranking the bigrams. =over =cut package Text::NSP::Measures::2D::CHI; use Text::NSP::Measures::2D; use strict; use Carp; use warnings; # use subs(calculateStatistic); require Exporter; our ($VERSION, @EXPORT, @ISA); @ISA = qw(Exporter); @EXPORT = qw(initializeStatistic calculateStatistic getErrorCode getErrorMessage getStatisticName $n11 $n12 $n21 $n22 $m11 $m12 $m21 $m22 $npp $np1 $np2 $n2p $n1p $errorCodeNumber $errorMessage); $VERSION = '1.03'; =item getValues() - This method calls the computeMarginalTotals(), computeObservedValues() and the computeExpectedValues() methods to compute the observed and expected values. It checks thees values for any errors that might cause the PHI and x2 measures to fail. INPUT PARAMS : $count_values .. Reference of an hash containing the count values computed by the count.pl program. RETURN VALUES : 1/undef ..returns '1' to indicate success and an undefined(NULL) value to indicate failure. =cut sub getValues { my ($values)=@_; if(!(Text::NSP::Measures::2D::computeMarginalTotals($values)) ) { return; } if( !(Text::NSP::Measures::2D::computeObservedValues($values)) ) { return; } if( !(Text::NSP::Measures::2D::computeExpectedValues($values)) ) { return; } # dont want ($nxy / $mxy) to be 0 or less! flag error if so and return; if ( $n11 ) { if ($m11 == 0) { $errorMessage = "Expected value in cell (1,1) must not be zero"; $errorCodeNumber = 221; return; } } if ( $n12 ) { if ($m12 == 0) { $errorMessage = "Expected value in cell (1,2) must not be zero"; $errorCodeNumber = 221; return; } } if ( $n21 ) { if ($m21 == 0) { $errorMessage = "Expected value in cell (2,1) must not be zero"; $errorCodeNumber = 221; return; } } if ( $n22 ) { if ($m22 == 0) { $errorMessage = "Expected value in cell (2,2) must not be zero"; $errorCodeNumber = 221; return; } } # Everything looks good so we can return 1 return 1; } =item computeVal() - Computes the deviation in observed value with respect to the expected values INPUT PARAMS : $n ..Observed value $m ..Expected value RETURN VALUES : (n-m)^2/m ..the log of the ratio of observed value to expected value. =cut sub computeVal { my $n = shift; my $m = shift; if($m) { return (($n-$m)**2)/$m; } else { return 0; } } 1; __END__ =back =head1 AUTHOR Ted Pedersen, University of Minnesota Duluth Etpederse@d.umn.eduE Satanjeev Banerjee, Carnegie Mellon University Esatanjeev@cmu.eduE Amruta Purandare, University of Pittsburgh Eamruta@cs.pitt.eduE Bridget Thomson-McInnes, University of Minnesota Twin Cities Ebthompson@d.umn.eduE Saiyam Kohli, University of Minnesota Duluth Ekohli003@d.umn.eduE =head1 HISTORY Last updated: $Id: CHI.pm,v 1.14 2008/03/26 17:18:26 tpederse Exp $ =head1 BUGS =head1 SEE ALSO L L =head1 COPYRIGHT Copyright (C) 2000-2006, Ted Pedersen, Satanjeev Banerjee, Amruta Purandare, Bridget Thomson-McInnes and Saiyam Kohli 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. 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. You should have received a copy of the GNU General Public License along with this program; if not, write to The Free Software Foundation, Inc., 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. Note: a copy of the GNU General Public License is available on the web at L and is included in this distribution as GPL.txt. =cut