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Entropy and Belief Networks (1303.5398v1)
Published 13 Mar 2013 in cs.AI
Abstract: The product expansion of conditional probabilities for belief nets is not maximum entropy. This appears to deny a desirable kind of assurance for the model. However, a kind of guarantee that is almost as strong as maximum entropy can be derived. Surprisingly, a variant model also exhibits the guarantee, and for many cases obtains a higher performance score than the product expansion.
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