Estimation of Fuzzy Regression Parameters With <scp>ANFIS</scp> and Bayesian Methods

ABSTRACT In fuzzy regression, estimation of centers and spreads of triangular fuzzy numbers are both performed using the same methods, such as linear programming (LP), quadratic programming (QP), fuzzy weighted linear programming (FWLP), and adaptive neuro‐fuzzy inference system (ANFIS). In this article, ANFIS and Bayesian methods have been adopted to estimate centers and spreads of a triangular fuzzy numbers are applied, respectively, for estimation of centers and spreads of the triangular fuzzy data. To illustrate the efficiency of the proposed approach, three numerical examples have been used to verify the superiority of proposed method to other existing ones.

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Publication Details

Journal
Engineering Reports
Published
2025-01-01
DOI
https://doi.org/10.1002/eng2.13086
Citations
1
Primary Topic
Fuzzy Systems and Optimization
Type
article
Field-Weighted Citation Impact
2.63
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article

Estimation of Fuzzy Regression Parameters With ANFIS and Bayesian Methods

Majid Pakdel, T. Razzaghnia, K. Fathi, Amin Mostafaee
1 citations
Engineering Reports
Fuzzy Systems and Optimization
2.63
article

Estimation of Fuzzy Regression Parameters With ANFIS and Bayesian Methods

Majid Pakdel, T. Razzaghnia, K. Fathi, Amin Mostafaee
article en
1 citations

Abstract

ABSTRACT In fuzzy regression, estimation of centers and spreads of triangular fuzzy numbers are both performed using the same methods, such as linear programming (LP), quadratic programming (QP), fuzzy weighted linear programming (FWLP), and adaptive neuro‐fuzzy inference system (ANFIS). In this article, ANFIS and Bayesian methods have been adopted to estimate centers and spreads of a triangular fuzzy numbers are applied, respectively, for estimation of centers and spreads of the triangular fuzzy data. To illustrate the efficiency of the proposed approach, three numerical examples have been used to verify the superiority of proposed method to other existing ones.

Engineering ReportsVol. 7(1)
Islamic Azad University North Tehran Branch (IR)
Openalex Percentile: Top 15%
Fuzzy Systems and Optimization
2.63
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