Automatic Method for Data Preprocessing for the GAME Inductive Modelling Method. Miroslav Chepek, Miloslav Pavlichek, Pavel Kordik, Miroslav Snorek

Abstract. In this article we want to present a method for automated selection of preprocessing methods based on genetic algorithms. This method is intended as support for data mining expert and ease his work in routine parts like selection of appropriate preprocessing method (e.g. for data normalisation, outlier detection, etc. ) In this paper we will present the first results of our method.

Keywords. Automatic Preprocessing, GAME, Genetic Algorithms

References.
1. H. Madala and A. Ivakhnenko. Inductive Learning Algorithm for Complex System Modelling. CRC Press, 1994. -  http://articles.gmdh.net
2. Pavel Kordik. Fully Automated Knowledge Extraction using Group of Adaptive Models Evolution. PhD thesis, Czech Technical University, Prague, March 2007.
3. Goldberg D. Genetic Algorithms in Search, Optimization and Machine Learning. Addison-Wesley, 1989.

Last modified by anonymous on 11/03/08 19:14:26 (23 months ago)

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