Redundancy criteria for linguistic fuzzy rules

被引:5
|
作者
Cao, Nhung [1 ]
Dvorak, Antonin [1 ]
Stepnicka, Martin [1 ]
Valasek, Radek [1 ]
机构
[1] Univ Ostrava, Inst Res & Applicat Fuzzy Modeling, CE IT4Innovat, 30 Dubna 22, Ostrava 70103, Czech Republic
关键词
Fuzzy linguistic IF-THEN rules; Linguistic description; Evaluative linguistic expressions; Perception-based logical deduction; Canceling rules; Redundancy; INFERENCE; SYSTEMS; ASSOCIATIONS;
D O I
10.1016/j.eswa.2022.119112
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The elimination of redundant rules in a given system is considered to be an important step towards its simplicity, clarity, and comprehensibility. In this paper, we return to the problem of redundancies in systems of linguistic fuzzy IF-THEN rules based on the perception-based logical deduction inference method. We generalize the existing criteria for detecting redundant rules in these systems to general ones, and elaborate a new algorithm for an automatic search and deletion of redundant linguistic fuzzy rules. The criteria are provided in a theoretically formulated form with full proofs. Furthermore, we present the final algorithm and demonstrative examples that show the positive impact of the new algorithm.
引用
收藏
页数:19
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