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Text-NSP-1.21
River stage one • 2 direct dependents • 3 total dependents
/ Text::NSP::Measures::3D::MI::pmi

NAME

Text::NSP::Measures::3D::MI::pmi - Perl module that implements Pointwise Mutual Information for trigrams.

SYNOPSIS

Basic Usage


            

              
              
use Text::NSP::Measures::3D::MI::pmi;
$pmi_value = calculateStatistic( n111=>10,
                                n1pp=>40,
                                np1p=>45,
                                npp1=>42,
                                n11p=>20,
                                n1p1=>23,
                                np11=>21,
                                nppp=>100);
if( ($errorCode = getErrorCode()))
{
  print STDERR $erroCode." - ".getErrorMessage()."\n";
}
else
{
  print getStatisticName."value for bigram is ".$pmi_value."\n";
}

DESCRIPTION

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:


            

              
              
         n1pp * np1p * npp1
m111=   --------------------
           nppp * nppp

Pointwise Mutual Information (pmi) is defined as the log of the devitation between the observed frequency of a trigram (n111) and the probability of that trigram if it were independent (m111).


            

              
              
PMI =   log (n111/m111)

Methods

initializeStatistic() -Initialization of the pmi_exp parameter if required

INPUT PARAMS : none

RETURN VALUES : none

calculateStatistic() - This method calculates the pmi value

INPUT PARAMS : $count_values .. Reference of a hash containing the count values computed by the count.pl program.

RETURN VALUES : $pmi .. PMI value for this trigram.

getStatisticName() - Returns the name of this statistic

INPUT PARAMS : none

RETURN VALUES : $name .. Name of the measure.

AUTHOR

Ted Pedersen, University of Minnesota Duluth <tpederse@d.umn.edu>

Satanjeev Banerjee, Carnegie Mellon University <satanjeev@cmu.edu>

Amruta Purandare, University of Pittsburgh <amruta@cs.pitt.edu>

Bridget Thomson-McInnes, University of Minnesota Twin Cities <bthompson@d.umn.edu>

Saiyam Kohli, University of Minnesota Duluth <kohli003@d.umn.edu>

HISTORY

Last updated: $Id: pmi.pm,v 1.9 2009/11/03 14:53:55 tpederse Exp $

BUGS

SEE ALSO


            

              
              
@inproceedings{ church89word,
    author = {Kenneth W. Church and Patrick Hanks},
    title = {Word association norms, mutual information, and Lexicography},
    booktitle = {Proceedings of the 27th. Annual Meeting of the Association for Computational Linguistics},
    publisher = {Association for Computational Linguistics},
    address = {Vancouver, B.C.},
    pages = {76--83},
    year = {1989},
    url = L<http://acl.ldc.upenn.edu/J/J90/J90-1003.pdf> }

http://groups.yahoo.com/group/ngram/

http://www.d.umn.edu/~tpederse/nsp.html

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 http://www.gnu.org/licenses/gpl.txt and is included in this distribution as GPL.txt.