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=head1 NAME |
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Text::NSP::Measures::2D::CHI::phi - Perl module that implements Phi coefficient |
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measure for bigrams. |
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=head1 SYNOPSIS |
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=head3 Basic Usage |
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use Text::NSP::Measures::2D::CHI::phi; |
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my $npp = 60; my $n1p = 20; my $np1 = 20; my $n11 = 10; |
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$phi_value = calculateStatistic( n11=>$n11, |
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n1p=>$n1p, |
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np1=>$np1, |
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npp=>$npp); |
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if( ($errorCode = getErrorCode())) |
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{ |
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print STDERR $errorCode." - ".getErrorMessage()."\n""; |
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} |
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else |
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{ |
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print getStatisticName."value for bigram is ".$phi_value."\n""; |
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} |
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=head1 DESCRIPTION |
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This function computes the the square of the traditional formulation of |
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the Phi Coefficient. |
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Assume that the frequency count data associated with a bigram |
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is stored in a 2x2 contingency table: |
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word2 ~word2 |
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word1 n11 n12 | n1p |
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~word1 n21 n22 | n2p |
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-------------- |
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np1 np2 npp |
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where n11 is the number of times occur together, and |
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n12 is the number of times occurs with some word other than |
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word2, and n1p is the number of times in total that word1 occurs as |
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the first word in a bigram. |
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PHI^2 = ((n11 * n22) - (n21 * n21))^2/(n1p * np1 * np2 * n2p) |
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Note that the value of PHI^2 is equivalent to |
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Pearson's Chi-Squared test multiplied by the sample size, that is: |
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Chi-Squared = npp * PHI^2 |
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We use PHI^2 rather than PHI since PHI^2 was employed for collocation |
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identification in: |
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Church, K. (1991) Concordances for Parallel Text, Seventh Annual |
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Conference of the UW Centre for the New OED and Text Research, Oxford, |
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England. |
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=over |
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=cut |
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package Text::NSP::Measures::2D::CHI::phi; |
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use Text::NSP::Measures::2D::CHI; |
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use strict; |
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use Carp; |
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use warnings; |
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no warnings 'redefine'; |
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require Exporter; |
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our ($VERSION, @EXPORT, @ISA); |
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@ISA = qw(Exporter); |
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@EXPORT = qw(initializeStatistic calculateStatistic |
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getErrorCode getErrorMessage getStatisticName); |
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$VERSION = '0.97'; |
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=item calculateStatistic() - method to calculate the Phi Coefficient |
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INPUT PARAMS : $count_values .. Reference of an hash containing |
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the count values computed by the |
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count.pl program. |
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RETURN VALUES : $phi .. phi value for this bigram. |
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=cut |
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sub calculateStatistic |
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{ |
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my %values = @_; |
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# computes and returns the observed and expected values from |
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# the frequency combination values. returns 0 if there is an |
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# error in the computation or the values are inconsistent. |
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if( !(Text::NSP::Measures::2D::CHI::getValues(\%values)) ) { |
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return; |
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} |
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# Now calculate the phi coefficient |
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my $phi = 0; |
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$phi += Text::NSP::Measures::2D::CHI::computeVal($n11, $m11); |
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$phi += Text::NSP::Measures::2D::CHI::computeVal($n12, $m12); |
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$phi += Text::NSP::Measures::2D::CHI::computeVal($n21, $m21); |
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$phi += Text::NSP::Measures::2D::CHI::computeVal($n22, $m22); |
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return $phi/$values{npp}; |
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} |
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=item getStatisticName() - Returns the name of this statistic |
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INPUT PARAMS : none |
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RETURN VALUES : $name .. Name of the measure. |
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=cut |
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sub getStatisticName |
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{ |
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return "Phi Coefficient"; |
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} |
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1; |
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__END__ |