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Multinomial

An alternative model of document generation is as repeated draws from an URN OF WORDS containing all the keywords in the $\mathname{Vocab}$. This gives rise to a multinomial model which is sensitive to the frequency $f_{dk}$ of keywords' occurrance in $d$, rather than just their presence/absence:


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