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 Dunnett's log-likelihood for bigrams.
*/
public class BigramLogLikelihood
{
/** Compute one part of log likelihood value.
*/
protected static double logLike( double k , double n , double x )
{
return
( k * ArithUtils.safeLog( x ) ) +
( ( n - k ) * ArithUtils.safeLog( 1.0D - x ) );
}
/** Compute log likelihood value for a bigram.
*
* @param c1 Count of first word in bigram.
* @param c2 Count of second word in bigram.
* @param c12 Count of bigram.
* @param n Corpus size.
*
* @return The log-likelihood value.
*/
public static double calculateLogLikelihood
(
double c1 ,
double c2 ,
double c12 ,
double n
)
{
double p = c2 / n;
double p1 = c12 / c1;
double p2 = ( c2 - c12 ) / ( n - c1 );
double logLikelihood =
logLike( c12 , c1 , p ) +
logLike( c2 - c12 , n - c1 , p ) -
logLike( c12 , c1 , p1 ) -
logLike( c2 - c12 , n - c1 , p2 );
logLikelihood = -2.0D * logLikelihood;
return logLikelihood;
}
/** Don't allow instantiation but do allow overrides.
*/
protected BigramLogLikelihood()
{
}
}
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Northwestern University
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