Modeling the Context of the Problem Domain of Time Series with Type-2 Fuzzy Sets

Data analysis in the context of the features of the problem domain and the dynamics of processes are significant in various industries. Uncertainty modeling based on fuzzy logic allows building approximators for solving a large class of problems. In some cases, type-2 fuzzy sets in the model are use...

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Autores principales:	Anton A. Romanov, Aleksey A. Filippov, Valeria V. Voronina, Gleb Guskov, Nadezhda G. Yarushkina
Formato:	article
Lenguaje:	EN
Publicado:	MDPI AG 2021
Materias:	time series type-2 fuzzy sets context tendencies enterprise planning predictive analytics Mathematics QA1-939
Acceso en línea:	https://doaj.org/article/594eb1d6144647ea8657cf637c2c2f68
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spelling	oai:doaj.org-article:594eb1d6144647ea8657cf637c2c2f682021-11-25T18:17:25ZModeling the Context of the Problem Domain of Time Series with Type-2 Fuzzy Sets10.3390/math92229472227-7390https://doaj.org/article/594eb1d6144647ea8657cf637c2c2f682021-11-01T00:00:00Zhttps://www.mdpi.com/2227-7390/9/22/2947https://doaj.org/toc/2227-7390Data analysis in the context of the features of the problem domain and the dynamics of processes are significant in various industries. Uncertainty modeling based on fuzzy logic allows building approximators for solving a large class of problems. In some cases, type-2 fuzzy sets in the model are used. The article describes constructing fuzzy time series models of the analyzed processes within the context of the problem domain. An algorithm for fuzzy modeling of the time series was developed. A new time series forecasting scheme is proposed. An illustrative example of the time series modeling is presented. The benefits of contextual modeling are demonstrated.Anton A. RomanovAleksey A. FilippovValeria V. VoroninaGleb GuskovNadezhda G. YarushkinaMDPI AGarticletime seriestype-2 fuzzy setscontexttendenciesenterprise planningpredictive analyticsMathematicsQA1-939ENMathematics, Vol 9, Iss 2947, p 2947 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	time series type-2 fuzzy sets context tendencies enterprise planning predictive analytics Mathematics QA1-939
spellingShingle	time series type-2 fuzzy sets context tendencies enterprise planning predictive analytics Mathematics QA1-939 Anton A. Romanov Aleksey A. Filippov Valeria V. Voronina Gleb Guskov Nadezhda G. Yarushkina Modeling the Context of the Problem Domain of Time Series with Type-2 Fuzzy Sets
description	Data analysis in the context of the features of the problem domain and the dynamics of processes are significant in various industries. Uncertainty modeling based on fuzzy logic allows building approximators for solving a large class of problems. In some cases, type-2 fuzzy sets in the model are used. The article describes constructing fuzzy time series models of the analyzed processes within the context of the problem domain. An algorithm for fuzzy modeling of the time series was developed. A new time series forecasting scheme is proposed. An illustrative example of the time series modeling is presented. The benefits of contextual modeling are demonstrated.
format	article
author	Anton A. Romanov Aleksey A. Filippov Valeria V. Voronina Gleb Guskov Nadezhda G. Yarushkina
author_facet	Anton A. Romanov Aleksey A. Filippov Valeria V. Voronina Gleb Guskov Nadezhda G. Yarushkina
author_sort	Anton A. Romanov
title	Modeling the Context of the Problem Domain of Time Series with Type-2 Fuzzy Sets
title_short	Modeling the Context of the Problem Domain of Time Series with Type-2 Fuzzy Sets
title_full	Modeling the Context of the Problem Domain of Time Series with Type-2 Fuzzy Sets
title_fullStr	Modeling the Context of the Problem Domain of Time Series with Type-2 Fuzzy Sets
title_full_unstemmed	Modeling the Context of the Problem Domain of Time Series with Type-2 Fuzzy Sets
title_sort	modeling the context of the problem domain of time series with type-2 fuzzy sets
publisher	MDPI AG
publishDate	2021
url	https://doaj.org/article/594eb1d6144647ea8657cf637c2c2f68
work_keys_str_mv	AT antonaromanov modelingthecontextoftheproblemdomainoftimeserieswithtype2fuzzysets AT alekseyafilippov modelingthecontextoftheproblemdomainoftimeserieswithtype2fuzzysets AT valeriavvoronina modelingthecontextoftheproblemdomainoftimeserieswithtype2fuzzysets AT glebguskov modelingthecontextoftheproblemdomainoftimeserieswithtype2fuzzysets AT nadezhdagyarushkina modelingthecontextoftheproblemdomainoftimeserieswithtype2fuzzysets
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Modeling the Context of the Problem Domain of Time Series with Type-2 Fuzzy Sets

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