=head1 NAME Text::NSP::Measures::2D::odds - Perl module to compute the Odds ratio for bigrams. =head1 SYNOPSIS =head3 Basic Usage use Text::NSP::Measures::2D::odds; my $npp = 60; my $n1p = 20; my $np1 = 20; my $n11 = 10; $odds_value = calculateStatistic( n11=>$n11, n1p=>$n1p, np1=>$np1, npp=>$npp); if( ($errorCode = getErrorCode())) { print STDERR $errorCode." - ".getErrorMessage()."\n""; } else { print getStatisticName."value for bigram is ".$odds_value."\n""; } =head1 DESCRIPTION Assume that the frequency count data associated with a bigram is stored in a 2x2 contingency table: word2 ~word2 word1 n11 n12 | n1p ~word1 n21 n22 | n2p -------------- np1 np2 npp where n11 is the number of times occur together, and n12 is the number of times 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 odds ratio computes the ratio of the number of times that the words in a bigram occur together (or not at all) to the number of times the words occur individually. It is the cross product of the diagonal and the off-diagonal. Thus, ODDS RATIO = n11*n22/n21*n12 if n21 and/or n12 is 0, then each zero value is "smoothed" to one to avoid a zero in the denominator. =over =cut package Text::NSP::Measures::2D::odds; use Text::NSP::Measures::2D; use strict; use Carp; use warnings; no warnings 'redefine'; require Exporter; our ($VERSION, @EXPORT, @ISA); @ISA = qw(Exporter); @EXPORT = qw(initializeStatistic calculateStatistic getErrorCode getErrorMessage getStatisticName); $VERSION = '0.97'; =item calculateStatistic() - method to calculate the odds ratio value! INPUT PARAMS : $count_values .. Reference of an hash containing the count values computed by the count.pl program. RETURN VALUES : $odds .. Odds ratio for this bigram. =cut sub calculateStatistic { my %values = @_; # computes and returns the marginal totals from the frequency # combination values. returns undef if there is an error in # the computation or the values are inconsistent. if(!(Text::NSP::Measures::2D::computeMarginalTotals(\%values)) ){ return; } # computes and returns the observed from the frequency # combination values. returns 0 if there is an error in # the computation or the values are inconsistent. if( !(Text::NSP::Measures::2D::computeObservedValues(\%values)) ) { return(0); } # Add-one smoothing to avoid zero denominator if ($n21 == 0) { $n21 = 1; } if ($n12 == 0) { $n12 = 1; } my $odds = (($n11*$n22) / ($n12*$n21)); return ($odds); } =item getStatisticName() - Returns the name of this statistic INPUT PARAMS : none RETURN VALUES : $name .. Name of the measure. =cut sub getStatisticName { return "Odds Ratio"; } 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: odds.pm,v 1.18 2006/06/21 11:10:52 saiyam_kohli Exp $ =head1 BUGS =head1 SEE ALSO @inproceedings{ blaheta01unsupervised, author = {D. BLAHETA and M. JOHNSON}, title = {Unsupervised learning of multi-word verbs}, booktitle = {}Proceedings of the 39th Annual Meeting of the ACL}, year = {2001}, pages = {54-60}, url = L } 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