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Which to use for classification?

  • Multinomial vs Multivariate Bernoulli?

  • Multinomial model is almost always more effective in text applications!

      • See results figures later

  • There has been exploration of multinomial naïve bayes variants which often work better in practice

    • Binarized multinomial Naïve Bayes, etc.

    • Topic of PA4

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