package edu.northwestern.at.utils.corpuslinguistics.statistics;
/* Please see the license information at the end of this file. */
import java.util.*;
import edu.northwestern.at.utils.math.*;
import edu.northwestern.at.utils.math.distributions.*;
/** Computes frequency-based statistics for comparing corpora.
*/
public class Frequency
{
/** Compute log-likelihood statistic for comparing frequencies in two corpora.
*
* @param sampleCount Count of word/lemma appearance in sample.
* @param refCount Count of word/lemma appearance in reference
* corpus.
* @param sampleSize Total words/lemmas in the sample.
* @param refSize Total words/lemmas in reference corpus.
* @param computeLLSig Compute significance of log likelihood.
* @return A double array containing frequency comparison
* statistics.
*
* <p>
* The contents of the result array are as follows.
* </p>
* <p>
* (0) Count of word/lemma appearance in sample.<br />
* (1) Percent of word/lemma appearance in sample.<br />
* (2) Count of word/lemma appearance in reference.<br />
* (3) Percent of word/lemma appearance in reference.<br />
* (4) Log-likelihood measure.<br />
* (5) Significance of log-likelihood.<br />
* </p>
*
* <p>
* The results of any zero divides are set to zero.
* </p>
*/
public static double[] logLikelihoodFrequencyComparison
(
int sampleCount ,
int refCount ,
int sampleSize ,
int refSize ,
boolean computeLLSig
)
{
double result[] = new double[ 6 ];
double a = sampleCount;
double b = refCount;
double c = sampleSize;
double d = refSize;
double e1 = c * ( a + b ) / ( c + d );
double e2 = d * ( a + b ) / ( c + d );
double ae1 = 0.0D;
if ( e1 != 0.0D )
{
ae1 = a / e1;
}
double be2 = 0.0D;
if ( e2 != 0.0D )
{
be2 = b / e2;
}
double logLike =
2.0D * ( ( a * ArithUtils.safeLog( ae1 ) ) +
( b * ArithUtils.safeLog( be2 ) ) );
result[ 0 ] = a;
if ( c == 0.0D )
{
result[ 1 ] = 0.0D;
}
else
{
result[ 1 ] = 100.0D * ( a / c );
}
result[ 2 ] = b;
if ( d == 0.0D )
{
result[ 3 ] = 0.0D;
}
else
{
result[ 3 ] = 100.0D * ( b / d );
}
result[ 4 ] = logLike;
result[ 5 ] = 0.0D;
if ( computeLLSig ) result[ 5 ] = Sig.chisquare( logLike , 1 );
return result;
}
/** Compute log-likelihood statistic for comparing frequencies in two corpora.
*
* @param sampleCount Count of word/lemma appearance in sample.
* @param refCount Count of word/lemma appearance in reference
* corpus.
* @param sampleSize Total words/lemmas in the sample.
* @param refSize Total words/lemmas in reference corpus.
* @return A double array containing frequency comparison
* statistics.
*
* <p>
* The contents of the result array are as follows.
* </p>
* <p>
* (0) Count of word/lemma appearance in sample.<br />
* (1) Percent of word/lemma appearance in sample.<br />
* (2) Count of word/lemma appearance in reference.<br />
* (3) Percent of word/lemma appearance in reference.<br />
* (4) Log-likelihood measure.<br />
* (5) Significance of log-likelihood.<br />
* </p>
*/
public static double[] logLikelihoodFrequencyComparison
(
int sampleCount ,
int refCount ,
int sampleSize ,
int refSize
)
{
return logLikelihoodFrequencyComparison(
sampleCount , refCount , sampleSize , refSize , true );
}
/** Don't allow instantiation but do allow overrides.
*/
protected Frequency()
{
}
}
/*
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Northwestern University
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obtaining a copy of this software and associated documentation
files (the "Software"), to deal with the Software without
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sell copies of the Software, and to permit persons to whom the
Software is furnished to do so, subject to the following
conditions:
* Redistributions of source code must retain the above copyright
notice, this list of conditions and the following disclaimers.
* Redistributions in binary form must reproduce the above
copyright notice, this list of conditions and the following
disclaimers in the documentation and/or other materials provided
with the distribution.
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Northwestern University, nor the names of its contributors may be
used to endorse or promote products derived from this Software
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*/