On the Complete Monotonicity of Rényi Entropy

IF 2.2 3区 计算机科学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS
Hao Wu;Lei Yu;Laigang Guo
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引用次数: 0

Abstract

In this paper, we investigate the complete monotonicity of Rényi entropy along the heat flow. We confirm this property for the order of derivative up to 4, when the order of Rényi entropy is in certain regimes. We also investigate concavity of Rényi entropy power and the complete monotonicity of Tsallis entropy. We recover and slightly extend Hung’s result on the fourth-order derivative of the Tsallis entropy, and observe that the complete monotonicity holds for Tsallis entropy of order 2, which is equivalent to that the noise stability with respect to the heat semigroup is completely monotone. Based on this observation, we conjecture that the complete monotonicity holds for Tsallis entropy of all orders $\alpha \in (1,2)$ . Our proofs in this paper are based on the techniques of integration-by-parts, sum-of-squares, and curve-fitting.
关于rsamnyi熵的完全单调性
本文研究了热流中rsamnyi熵的完全单调性。当rsamnyi熵的阶数在一定范围内时,对于阶数在4以内的导数,我们证实了这一性质。研究了rsamnyi熵幂的凹性和Tsallis熵的完全单调性。我们恢复并稍微推广了Hung关于Tsallis熵的四阶导数的结果,并观察到对于2阶的Tsallis熵是完全单调的,这等价于热半群的噪声稳定性是完全单调的。基于这一观察,我们推测所有阶$\alpha \in(1,2)$的Tsallis熵的完全单调性成立。本文的证明是基于分部积分、平方和和曲线拟合的技术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Information Theory
IEEE Transactions on Information Theory 工程技术-工程:电子与电气
CiteScore
5.70
自引率
20.00%
发文量
514
审稿时长
12 months
期刊介绍: The IEEE Transactions on Information Theory is a journal that publishes theoretical and experimental papers concerned with the transmission, processing, and utilization of information. The boundaries of acceptable subject matter are intentionally not sharply delimited. Rather, it is hoped that as the focus of research activity changes, a flexible policy will permit this Transactions to follow suit. Current appropriate topics are best reflected by recent Tables of Contents; they are summarized in the titles of editorial areas that appear on the inside front cover.
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