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Weighting schemes

class composes.transformation.scaling.ppmi_weighting.PpmiWeighting

Positive Point-wise Mutual Information.

\(pmi(r,c) = log\frac{P(r,c)}{P(r)P(c)}\)

\(ppmi(r,c)= pmi(r,c) \text{ if } pmi(r,c)\geq 0 \text{ else } 0\)

class composes.transformation.scaling.plmi_weighting.PlmiWeighting

Positive Local Mutual Information.

\(plmi(r,c)=ppmi(r,c)count(r,c)\)

class composes.transformation.scaling.epmi_weighting.EpmiWeighting

Exponential Point-wise Mutual Information.

\(epmi(r,c) = \frac{P(r,c)}{P(r)P(c)}\)

class composes.transformation.scaling.plog_weighting.PlogWeighting

Positive Log Weighting

\(plog(r,c)= log(r,c) \text{ if } log(r,c) \geq 0 \text{ else } 0\)