Incremental locally linear fuzzy modeling

A. NowÉ, K. Ouliddren

    Research outputpeer-review

    Abstract

    In this paper we propose an approach to incrementally build fuzzy models based on two principles. Principle I Put only rules where they are needed. Rules are placed where they contribute most to model the underlying function. Given the fact that a fuzzy model basically behaves like a piecewise linear interpolator, rules should be put at points where there is a non-linearity. Principle II Use tetrahedron shaped fuzzy antecedents to cope with the curse of dimensionality.

    Original languageEnglish
    Pages (from-to)81-102
    Number of pages22
    JournalInternational Journal of General Systems
    Volume29
    Issue number1
    DOIs
    StatePublished - 2000

    ASJC Scopus subject areas

    • Control and Systems Engineering
    • Theoretical Computer Science
    • Information Systems
    • Modelling and Simulation
    • Computer Science Applications

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