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关于条件Tsallis熵

On Conditional Tsallis Entropy.

作者信息

Teixeira Andreia, Souto André, Antunes Luís

机构信息

CINTESIS-Centre for Health Technology and Services Research, Faculty of Medicine, University of Porto, 4200-450 Porto, Portugal.

MEDCIDS-Department of Community Medicine, Information and Decision in Health, Faculty of Medicine, University of Porto, 4200-450 Porto, Portugal.

出版信息

Entropy (Basel). 2021 Oct 29;23(11):1427. doi: 10.3390/e23111427.

DOI:10.3390/e23111427
PMID:34828125
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8620384/
Abstract

There is no generally accepted definition for conditional Tsallis entropy. The standard definition of (unconditional) Tsallis entropy depends on a parameter α that converges to the Shannon entropy as α approaches 1. In this paper, we describe three proposed definitions of conditional Tsallis entropy suggested in the literature-their properties are studied and their values, as a function of α, are compared. We also consider another natural proposal for conditional Tsallis entropy and compare it with the existing ones. Lastly, we present an online tool to compute the four conditional Tsallis entropies, given the probability distributions and the value of the parameter α.

摘要

对于条件Tsallis熵,目前尚无普遍接受的定义。(无条件)Tsallis熵的标准定义取决于一个参数α,当α趋近于1时,它会收敛到香农熵。在本文中,我们描述了文献中提出的三种条件Tsallis熵的定义——研究了它们的性质,并比较了它们作为α的函数的值。我们还考虑了另一种关于条件Tsallis熵的自然提议,并将其与现有的定义进行比较。最后,我们给出了一个在线工具,用于在给定概率分布和参数α值的情况下计算四种条件Tsallis熵。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/810f/8620384/ee7d489373cb/entropy-23-01427-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/810f/8620384/ee7d489373cb/entropy-23-01427-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/810f/8620384/ee7d489373cb/entropy-23-01427-g001.jpg

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本文引用的文献

1
MIDESP: Mutual Information-Based Detection of Epistatic SNP Pairs for Qualitative and Quantitative Phenotypes.MIDESP:基于互信息的定性和定量表型上位性SNP对检测
Biology (Basel). 2021 Sep 16;10(9):921. doi: 10.3390/biology10090921.
2
Renyi entropy driven hierarchical graph clustering.基于雷尼熵的层次图聚类
PeerJ Comput Sci. 2021 Feb 25;7:e366. doi: 10.7717/peerj-cs.366. eCollection 2021.
3
The Entropy Universe.熵宇宙。
Entropy (Basel). 2021 Feb 11;23(2):222. doi: 10.3390/e23020222.
4
Information-Domain Analysis of Cardiovascular Complexity: Night and Day Modulations of Entropy and the Effects of Hypertension.心血管复杂性的信息域分析:熵的昼夜调制及高血压的影响
Entropy (Basel). 2019 May 31;21(6):550. doi: 10.3390/e21060550.
5
Use and Abuse of Entropy in Biology: A Case for Caliber.生物学中熵的使用与滥用:以“口径”为例
Entropy (Basel). 2020 Nov 25;22(12):1335. doi: 10.3390/e22121335.
6
Analytic Study of Complex Fractional Tsallis' Entropy with Applications in CNNs.复分数阶Tsallis熵的解析研究及其在卷积神经网络中的应用
Entropy (Basel). 2018 Sep 20;20(10):722. doi: 10.3390/e20100722.
7
Building Predictive Models of Genetic Circuits Using the Principle of Maximum Caliber.利用最大口径原理构建遗传电路的预测模型。
Biophys J. 2017 Nov 7;113(9):2121-2130. doi: 10.1016/j.bpj.2017.08.057.