JOURNAL ARTICLE

A fuzzy interpolative reasoning method

Abstract

Interpolative reasoning methods is a reasoning technique that is designed to deal with reasoning in sparse rule-based systems. This paper proposed a fuzzy interpolative reasoning method by using a like - gravity - center of fuzzy sets whose shapes are trapezoidal. This method allows the conditions appearing in the antecedent part and the consequence of the rules to be represented by trapezoidal fuzzy numbers. The work steps of the presented method are first constructing a new inference rule by manipulating two given adjacent rules and next by exploiting similarity information to convert the derived inference result into the conclusion. In this process, we use scale and move rate transformation operation to support such reasoning.

Keywords:
Inference Artificial intelligence Computer science Antecedent (behavioral psychology) Transformation (genetics) Fuzzy logic Similarity (geometry) Reasoning system Fuzzy rule Qualitative reasoning Rule of inference Model-based reasoning Neuro-fuzzy Fuzzy set operations Fuzzy number Fuzzy set Mathematics Fuzzy control system Knowledge representation and reasoning

Metrics

17
Cited By
1.53
FWCI (Field Weighted Citation Impact)
9
Refs
0.86
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Fuzzy Logic and Control Systems
Physical Sciences →  Computer Science →  Artificial Intelligence
Multi-Criteria Decision Making
Social Sciences →  Decision Sciences →  Management Science and Operations Research
Neural Networks and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence

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