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Article overview
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Entropy Concentration and the Empirical Coding Game | Peter Grunwald
; | Date: |
5 Sep 2008 | Abstract: | We give a characterization of Maximum Entropy/Minimum Relative Entropy
inference by providing two ’strong entropy concentration’ theorems. These
theorems unify and generalize Jaynes’ ’concentration phenomenon’ and Van
Campenhout and Cover’s ’conditional limit theorem’. The theorems characterize
exactly in what sense a prior distribution Q conditioned on a given constraint,
and the distribution P, minimizing the relative entropy D(P ||Q) over all
distributions satisfying the constraint, are ’close’ to each other. We then
apply our theorems to establish the relationship between entropy concentration
and a game-theoretic characterization of Maximum Entropy Inference due to
Topsoe and others. | Source: | arXiv, 0809.1017 | Services: | Forum | Review | PDF | Favorites |
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