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Constructing polytomous knowledge structures from L-fuzzy S-approximation operators

delete2025-04-01
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PRE
AI
G
G. Gary Wang
李锦锦 cover
李锦锦 (Jinjin Li) *
B
Bochi Xu
DOI:10.1016/j.ijar.2025.109363delete
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Abstract

Abstract

En 中文
Rough set theory primarily focuses on the characteristics of upper and lower approximations of specific sets, rather than their overall structure. Knowledge space theory can provide a new perspective on rough sets. In recent years, this theory has introduced polytomous knowledge structures, which have emerged as a significant and innovative concept in the field. This paper embeds L-fuzzy sets in S-approximation spaces and establishes a connection between polytomous knowledge structures and L-fuzzy S-approximation operators. We generate polytomous knowledge structures using these operators, present their corresponding properties, and show that a polytomous knowledge space and a polytomous closure space can be fully characterized by an upper and lower L-fuzzy S-approximation, respectively. In particular, we discuss four special L-fuzzy S-approximation operators and relate them to existing fuzzy skill maps. Subsequently, we further investigate the construction of two specific dichotomous knowledge structures, called backward-graded and forward-graded, using one of these four Lfuzzy S-approximation operators. We want to offer a new viewpoint for analyzing the structures of L-fuzzy S-approximation spaces through the lens of knowledge space theory.
Keywords:
S-approximation space
Knowledge space theory
L-fuzzy sets
Knowledge structure
Polytomous knowledge structure

Journal

International Journal of Approximate Reasoning cover
International Journal of Approximate Reasoning
IF:
3
Papers:
3.0K
Citations:
5.1K

Organization

M
Minnan Normal University
Scholars:
2.1K
Papers: 1.3K
Citations: 0
H
huaqiao university
Scholars:
1.1W
Papers: 7.1K
Citations: 131
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