Text::NSP::Measures::2D::MI::ps Text::NSP::Measures::2D::MI::ps is a Perl module that implements Poisson-Stirling measure of association for bigrams.
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measure Perl module Poisson-Stirling measure bigrams association

Text::NSP::Measures::2D::MI::ps Description

Text::NSP::Measures::2D::MI::ps is a Perl module that implements Poisson-Stirling measure of association for bigrams. Text::NSP::Measures::2D::MI::ps is a Perl module that implements Poisson-Stirling measure of association for bigrams.SYNOPSISBasic Usage use Text::NSP::Measures::2D::MI::ps; my $npp = 60; my $n1p = 20; my $np1 = 20; my $n11 = 10; $ps_value = calculateStatistic( n11=>$n11, n1p=>$n1p, np1=>$np1, npp=>$npp); if( ($errorCode = getErrorCode())) { print STDERR $errorCode." - ".getErrorMessage()."n""; } else { print getStatisticName."value for bigram is ".$ps_value."n""; }The log-likelihood ratio measures the devitation between the observed data and what would be expected if < word1 > and < word2 > were independent. The higher the score, the less evidence there is in favor of concluding that the words are independent.Assume that the frequency count data associated with a bigram < word1 >< word2 > as shown by a 2x2 contingency table: word2 ~word2 word1 n11 n12 | n1p ~word1 n21 n22 | n2p -------------- np1 np2 nppwhere n11 is the number of times < word1 >< word2 > occur together, and n12 is the number of times < word1 > occurs with some word other than word2, and n1p is the number of times in total that word1 occurs as the first word in a bigram.The expected values for the internal cells are calculated by taking the product of their associated marginals and dividing by the sample size, for example: np1 * n1p m11= --------- nppThe poisson stirling measure is a negative lograthimic approximation of the poisson-likelihood measure. It uses the stirlings firmula to approximate the factorial in poisson-likelihood measure.Posson-Stirling = n11 * ( log(n11) - log(m11) - 1)which is same asPosson-Stirling = n11 * ( log(n11/m11) - 1)MethodscalculateStatistic() - This method calculates the ps valueINPUT PARAMS : $count_values .. Reference of an hash containing the count values computed by the count.pl program.RETURN VALUES : $poissonStirling .. Poisson-Stirling value for this bigram.getStatisticName() - Returns the name of this statisticINPUT PARAMS : noneRETURN VALUES : $name .. Name of the measure. Requirements: · Perl

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