JOURNAL ARTICLE

Voting schemes for fuzzy-rule-based classification systems

Hisao IshibuchiT. MorisawaTomoharu Nakashima

Year: 2002 Journal:   Proceedings of IEEE 5th International Fuzzy Systems Vol: 1 Pages: 614-620

Abstract

In this paper, we examine two voting schemes for fuzzy-rule-based classification systems. One is based on the voting by fuzzy if-then rules. This voting scheme can be viewed as a fuzzy reasoning method in a single fuzzy-rule-based classification system. The other is based on the voting by multiple fuzzy-rule-based classification systems. This voting scheme is used for combining the classification results by the multiple classification systems. In this paper, we first demonstrate the characteristic features of the fuzzy reasoning method based on the voting by fuzzy if-then rules. Next, we examine the performance of the voting by multiple fuzzy-rule-based classification systems. In computer simulations, we compare the performance of the fuzzy-rule-based classification systems with that of other classification methods.

Keywords:
Voting Fuzzy rule Computer science Majority rule Artificial intelligence Fuzzy logic Data mining Neuro-fuzzy Fuzzy classification Classification rule Weighted voting Scheme (mathematics) Machine learning Fuzzy control system Pattern recognition (psychology) Mathematics

Metrics

18
Cited By
1.11
FWCI (Field Weighted Citation Impact)
14
Refs
0.79
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
Neural Networks and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence
Fuzzy Systems and Optimization
Physical Sciences →  Mathematics →  Statistics and Probability

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