Contracting and Involutive Negations of Probability Distributions

Author:

Batyrshin Ildar Z.

Abstract

A dozen papers have considered the concept of negation of probability distributions (pd) introduced by Yager. Usually, such negations are generated point-by-point by functions defined on a set of probability values and called here negators. Recently the class of pd-independent linear negators has been introduced and characterized using Yager’s negator. The open problem was how to introduce involutive negators generating involutive negations of pd. To solve this problem, we extend the concepts of contracting and involutive negations studied in fuzzy logic on probability distributions. First, we prove that the sequence of multiple negations of pd generated by a linear negator converges to the uniform distribution with maximal entropy. Then, we show that any pd-independent negator is non-involutive, and any non-trivial linear negator is strictly contracting. Finally, we introduce an involutive negator in the class of pd-dependent negators. It generates an involutive negation of probability distributions.

Publisher

MDPI AG

Subject

General Mathematics,Engineering (miscellaneous),Computer Science (miscellaneous)

Cited by 12 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Analysis of Relationships Between Co-Symmetric Dissimilarity Measures of Probability Distributions with Involutive Negations;Computación y Sistemas;2024-06-29

2. Dissimilarity functions co-symmetry property: a focus on probability distributions with involutive negation;Journal of Intelligent & Fuzzy Systems;2024-04-03

3. Parametric Negations of Probability Distributions and Fuzzy Distribution Sets;Computación y Sistemas;2023-09-29

4. Involutory Negator of Basic Belief Assignments;Cybernetics and Information Technologies;2023-09-01

5. Parametric Fuzzy Distribution Sets;2023 IEEE 27th International Conference on Intelligent Engineering Systems (INES);2023-07-26

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