On the Relationship between the Posterior and Optimal Similarity

Thomas M. Breuel

For a classification problem described by the joint density $P(\omega ,x)$, models of $P(ω\eqω'|x,x')$ (the ``Bayesian similarity measure'') have been shown to be an optimal similarity m…