Bregman-Divergence-Based Arimoto-Blahut Algorithm

We generalize the generalized Arimoto-Blahut algorithm to a general function defined over Bregman-divergence system. In existing methods, when linear constraints are imposed, each iteration needs to solve a convex minimization. Exploiting our obtained algorithm, we propose a minimization-free-iteration algorithm. This algorithm can be applied to classical and quantum rate-distortion theory. We numerically apply our method to the derivation of the optimal conditional distribution in the rate-distortion theory.

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Journal
IEEE Transactions on Information Theory
Published
2025-08-12
DOI
https://doi.org/10.1109/tit.2025.3597943
Primary Topic
Advanced Statistical Methods and Models
Type
article
Field-Weighted Citation Impact
0.00

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article

Bregman-Divergence-Based Arimoto-Blahut Algorithm

Masahito Hayashi
IEEE Transactions on Information Theory
Advanced Statistical Methods and Models
article

Bregman-Divergence-Based Arimoto-Blahut Algorithm

Masahito Hayashi
article en

Abstract

We generalize the generalized Arimoto-Blahut algorithm to a general function defined over Bregman-divergence system. In existing methods, when linear constraints are imposed, each iteration needs to solve a convex minimization. Exploiting our obtained algorithm, we propose a minimization-free-iteration algorithm. This algorithm can be applied to classical and quantum rate-distortion theory. We numerically apply our method to the derivation of the optimal conditional distribution in the rate-distortion theory.

IEEE Transactions on Information TheoryVol. 71(10)
Chinese University of Hong Kong, Shenzhen (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 80%
Advanced Statistical Methods and Models
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