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Bayesian is Great.
Typical Spam Filters are linear classifiers
- Consider the “checkerboard” problem
Markovian requires the nonlinear features to be textually “near” each other
- can’t be sure that will work forever because spammers are clever.
Winnow is just a different weighting + different chain rule rule