A Fusion of Rough Sets, Modified Rough Sets, and Genetic Algorithms for Hybrid Diagnostic Systems

作者: Ray R. Hashemi , Bruce A. Pearce , Ramin B. Arani , Willam G. Hinson , Merle G. Paule

DOI: 10.1007/978-1-4613-1461-5_9

关键词: Attention deficit disorderDiagnostic systemArtificial intelligenceRough setEngineeringGenetic algorithmData miningMachine learningID3Hybrid system

摘要: A hybrid classification system is a composed of several intelligent techniques such that the inherent limitations one individual technique be compensated for by strengths another technique. In this paper, we investigate outline diagnostic Attention Deficit Disorder (ADD) in children. This uses Rough Sets (RS) and Modified (MRS) to induce rules from examples then our modified genetic algorithms globalize rules. Also, capability was compared with behavior (a) using RS, MRS, “dropping condition” approach, (b) Interactive Dichotomizer 3 (ID3) (c) basic algorithm.

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