Prototype rules from SVM

Prototype rules from SVM.

Marcin Blachnik¹ , Wlodzislaw Duch^2,3
¹Division of Computer Methods, Department of Electrotechnology, The Silesian University of Technology, Katowice, Poland.
²School of Computer Engineering, Nanyang Technological University, Singapore.
³Department of Informatics, Nicolaus Copernicus University, Grudziadzka 5, 87-100 Torun, Poland.

Abstract.

Prototype-based rules are an interesting alternative to fuzzy and crisp logical rules, in many cases providing simpler, more accurate and more comprehensible description of the data. Such rules may be directly converted to fuzzy rules. the use of support Vector Machines to generate prototype-based rules is described in this book chapter.

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Reference: Blachnik M, Duch W, Prototype rules from SVM.
Book chapter, in: Rule Extraction from Support Vector Machines, ed. J. Diederich, Springer Studies in Computational Intelligence, Vol. 80, 2008, pp. 163-184

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