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Generalized Statistics Framework for Rate Distortion Theory with Bregman Divergences | | R. C. Venkatesan
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10 Jan 2007 | | Subject: | Statistical Mechanics | | Abstract: | A variational principle for the rate distortion (RD) theory with Bregman divergences is formulated within the ambit of the generalized (nonextensive) statistics of Tsallis. The Tsallis-Bregman RD lower bound is established. Alternate minimization schemes for the generalized Bregman RD (GBRD) theory are derived. A computational strategy to implement the GBRD model is presented. The efficacy of the GBRD model is exemplified with the aid of numerical simulations. | | Source: | arXiv, cond-mat/0701218 | | Services: | Forum | Review | PDF | Favorites | |
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