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On MV-Algebraic Versions of the Strong Law of Large Numbers
Many-valued (MV; the many-valued logics considered by Łukasiewicz)-algebras are algebraic systems that generalize Boolean algebras. The MV-algebraic probability theory involves the notions of the state and observable, which abstract the probability measure and the random variable, both considered in...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7515225/ https://www.ncbi.nlm.nih.gov/pubmed/33267424 http://dx.doi.org/10.3390/e21070710 |
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author | Nowak, Piotr Hryniewicz, Olgierd |
author_facet | Nowak, Piotr Hryniewicz, Olgierd |
author_sort | Nowak, Piotr |
collection | PubMed |
description | Many-valued (MV; the many-valued logics considered by Łukasiewicz)-algebras are algebraic systems that generalize Boolean algebras. The MV-algebraic probability theory involves the notions of the state and observable, which abstract the probability measure and the random variable, both considered in the Kolmogorov probability theory. Within the MV-algebraic probability theory, many important theorems (such as various versions of the central limit theorem or the individual ergodic theorem) have been recently studied and proven. In particular, the counterpart of the Kolmogorov strong law of large numbers (SLLN) for sequences of independent observables has been considered. In this paper, we prove generalized MV-algebraic versions of the SLLN, i.e., counterparts of the Marcinkiewicz–Zygmund and Brunk–Prokhorov SLLN for independent observables, as well as the Korchevsky SLLN, where the independence of observables is not assumed. To this end, we apply the classical probability theory and some measure-theoretic methods. We also analyze examples of applications of the proven theorems. Our results open new directions of development of the MV-algebraic probability theory. They can also be applied to the problem of entropy estimation. |
format | Online Article Text |
id | pubmed-7515225 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75152252020-11-09 On MV-Algebraic Versions of the Strong Law of Large Numbers Nowak, Piotr Hryniewicz, Olgierd Entropy (Basel) Article Many-valued (MV; the many-valued logics considered by Łukasiewicz)-algebras are algebraic systems that generalize Boolean algebras. The MV-algebraic probability theory involves the notions of the state and observable, which abstract the probability measure and the random variable, both considered in the Kolmogorov probability theory. Within the MV-algebraic probability theory, many important theorems (such as various versions of the central limit theorem or the individual ergodic theorem) have been recently studied and proven. In particular, the counterpart of the Kolmogorov strong law of large numbers (SLLN) for sequences of independent observables has been considered. In this paper, we prove generalized MV-algebraic versions of the SLLN, i.e., counterparts of the Marcinkiewicz–Zygmund and Brunk–Prokhorov SLLN for independent observables, as well as the Korchevsky SLLN, where the independence of observables is not assumed. To this end, we apply the classical probability theory and some measure-theoretic methods. We also analyze examples of applications of the proven theorems. Our results open new directions of development of the MV-algebraic probability theory. They can also be applied to the problem of entropy estimation. MDPI 2019-07-19 /pmc/articles/PMC7515225/ /pubmed/33267424 http://dx.doi.org/10.3390/e21070710 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Nowak, Piotr Hryniewicz, Olgierd On MV-Algebraic Versions of the Strong Law of Large Numbers |
title | On MV-Algebraic Versions of the Strong Law of Large Numbers |
title_full | On MV-Algebraic Versions of the Strong Law of Large Numbers |
title_fullStr | On MV-Algebraic Versions of the Strong Law of Large Numbers |
title_full_unstemmed | On MV-Algebraic Versions of the Strong Law of Large Numbers |
title_short | On MV-Algebraic Versions of the Strong Law of Large Numbers |
title_sort | on mv-algebraic versions of the strong law of large numbers |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7515225/ https://www.ncbi.nlm.nih.gov/pubmed/33267424 http://dx.doi.org/10.3390/e21070710 |
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