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Machine Learning of Expert Decision or System Behaviour

Author:Otto Peter, Technische Universität Ilmenau, Germany
Topic:3.2 Cognition and Control ( AI, Fuzzy, Neuro, Evolut.Comp.)
Session:Intelligent Modelling and Identification I
Keywords: Modeling, machine learning, decision trees, rules, fuzzy system

Abstract

A fuzzy-modeling method for the emulation of expert decision behavior or for static as well as dynamic systems is presented. The input – output dataset of the system – or expert behavior is changed using fuzzy-sets into examples in linguistic form. These resulting examples build the fundament of the machine learning process for rule production (ID3). The fuzzy sets are optimized in order to minimize the mean square error between the model and the system output.