Correctness of Fuzzy Inference Systems Based on <i>f</i>-Inclusion

Recent work has shown that the <i>f</i>-index of inclusion can serve as a foundation for modeling Generalized Modus Ponens. In this paper, we develop a novel fuzzy inference system based on this inference rule. To establish its soundness, we connect it to a Fuzzy Description Logic <in...

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Main Authors: Carolina Díaz-Montarroso, Nicolás Madrid, Eloísa Ramírez-Poussa
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Mathematics
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Online Access:https://www.mdpi.com/2227-7390/13/11/1897
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author Carolina Díaz-Montarroso
Nicolás Madrid
Eloísa Ramírez-Poussa
author_facet Carolina Díaz-Montarroso
Nicolás Madrid
Eloísa Ramírez-Poussa
author_sort Carolina Díaz-Montarroso
collection DOAJ
description Recent work has shown that the <i>f</i>-index of inclusion can serve as a foundation for modeling Generalized Modus Ponens. In this paper, we develop a novel fuzzy inference system based on this inference rule. To establish its soundness, we connect it to a Fuzzy Description Logic <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mi mathvariant="script">LU</mi></semantics></math></inline-formula> enriched with fuzzy modifiers (also known as fuzzy hedges). This logic background provides to the approach a strength absent in most fuzzy inference systems in the literature, which allows us to formally prove a series of results that culminate in a final correctness theorem for the proposed fuzzy inference system. This paper also presents a running example aimed at showing the potential applicability of the proposal.
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spelling doaj-art-072f921e40ba4f2d937f5a4b4262de012025-08-20T03:11:19ZengMDPI AGMathematics2227-73902025-06-011311189710.3390/math13111897Correctness of Fuzzy Inference Systems Based on <i>f</i>-InclusionCarolina Díaz-Montarroso0Nicolás Madrid1Eloísa Ramírez-Poussa2Department of Mathematics, University of Cádiz, C. Republica Saharaui, 11510 Puerto Real, SpainDepartment of Mathematics, University of Cádiz, C. Republica Saharaui, 11510 Puerto Real, SpainDepartment of Mathematics, University of Cádiz, C. Republica Saharaui, 11510 Puerto Real, SpainRecent work has shown that the <i>f</i>-index of inclusion can serve as a foundation for modeling Generalized Modus Ponens. In this paper, we develop a novel fuzzy inference system based on this inference rule. To establish its soundness, we connect it to a Fuzzy Description Logic <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mi mathvariant="script">LU</mi></semantics></math></inline-formula> enriched with fuzzy modifiers (also known as fuzzy hedges). This logic background provides to the approach a strength absent in most fuzzy inference systems in the literature, which allows us to formally prove a series of results that culminate in a final correctness theorem for the proposed fuzzy inference system. This paper also presents a running example aimed at showing the potential applicability of the proposal.https://www.mdpi.com/2227-7390/13/11/1897fuzzy logic<i>f</i>-index of inclusionfuzzy inference systemfuzzy description logicinclusion measures
spellingShingle Carolina Díaz-Montarroso
Nicolás Madrid
Eloísa Ramírez-Poussa
Correctness of Fuzzy Inference Systems Based on <i>f</i>-Inclusion
Mathematics
fuzzy logic
<i>f</i>-index of inclusion
fuzzy inference system
fuzzy description logic
inclusion measures
title Correctness of Fuzzy Inference Systems Based on <i>f</i>-Inclusion
title_full Correctness of Fuzzy Inference Systems Based on <i>f</i>-Inclusion
title_fullStr Correctness of Fuzzy Inference Systems Based on <i>f</i>-Inclusion
title_full_unstemmed Correctness of Fuzzy Inference Systems Based on <i>f</i>-Inclusion
title_short Correctness of Fuzzy Inference Systems Based on <i>f</i>-Inclusion
title_sort correctness of fuzzy inference systems based on i f i inclusion
topic fuzzy logic
<i>f</i>-index of inclusion
fuzzy inference system
fuzzy description logic
inclusion measures
url https://www.mdpi.com/2227-7390/13/11/1897
work_keys_str_mv AT carolinadiazmontarroso correctnessoffuzzyinferencesystemsbasedonifiinclusion
AT nicolasmadrid correctnessoffuzzyinferencesystemsbasedonifiinclusion
AT eloisaramirezpoussa correctnessoffuzzyinferencesystemsbasedonifiinclusion