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Generalized Statistics Framework for Rate Distortion Theory

2006/11/21 by R. C. Venkatesan, Venkatesan, R. C., A. Plastino +1
Computer Science · Mathematics · Physics and Astronomy · #Advanced Statistical Methods and Models #FOS: Computer and information sciences #FOS: Physical sciences #Information Theory (cs.IT) #Statistical Distribution Estimation and Applications #Statistical Mechanics (cond-mat.stat-mech) #Statistical Mechanics and Entropy #cond-mat.stat-mech #cs.IT #math.IT

paper · pdf · doi:10.48550/arxiv.cond-mat/0611567

31 pages, 2 figures. Minor formatting and typographical changes

openalex publication_date 2006/11/21 · arxiv created 2009/02/10 · arxiv updated 2009/12/01 · openalex created_date 2025/10/10 · openalex updated_date 2026/07/28

Abstract

Variational principles for the rate distortion (RD) theory in lossy compression are formulated within the ambit of the generalized nonextensive statistics of Tsallis, for values of the nonextensivity parameter satisfying 0 < q < 1 and q > 1 . Alternating minimization numerical schemes to evaluate the nonextensive RD function, are derived. Numerical simulations demonstrate the efficacy of generalized statistics RD models.

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