한국지능시스템학회:학술대회논문집 (Proceedings of the Korean Institute of Intelligent Systems Conference)

한국지능시스템학회 (Korean Institute of Intelligent Systems)
권호 표지

Interval 제2종 퍼지 퍼셉트론

An Interval Type-2 Fuzzy Perceptron

  • 황철 (한양대학교 전자공학과) ;
  • 이정훈 (한양대학교 전자공학과)
  • Hwang, Cheul (Department of Electronic Engineering, Hanyang University) ;
  • Rhee, Chung-Hoon (Department of Electronic Engineering, Hanyang University)
  • 발행 : 2002.05.01
PDF 다운로드
⟨ 이전 논문 다음 논문 ⟩

초록

This Paper presents an interval type-2 fuzzy perceptron algorithm that is an extension of the type-1 fuzzy perceptron algorithm proposed in [1]. In our proposed method, the membership values for each Pattern vector are extended as interval type-2 fuzzy memberships by assigning uncertainty to the type-1 memberships. By doing so, the decision boundary obtained by interval type-2 fuzzy memberships can converge to a more desirable location than the boundary obtained by crisp and type-1 fuzzy perceptron methods. Experimental results are given to show the effectiveness of our method

키워드