Title :
Evaluation of adaptive FRIFS method through several classification comparisons
Author :
Bombardier, Vincent ; Wendling, Laurent ; Schmitt, Emmanuel
Author_Institution :
Centre de Rech. en Autom. de Nancy, Univ. Henri Poincare, Vandoeuvre-lès-Nancy, France
Abstract :
An iterative method to select suitable features for pattern recognition context has been proposed (FRIFS). It combines a global feature selection method based on the Choquet integral and a fuzzy linguistic rule classifier. In this paper, enhancements of this method are presented. An automatic step has been added to make it adaptive to process numerous features. The experimental study, made in a wood defect recognition context, is based on several classifier result analysis. They show the relevancy of the remaining set of selected features. The recognition rates are also considered for each class separately, showing the good behavior of the proposed method.
Keywords :
iterative methods; pattern recognition; Choquet integral; adaptive FRIFS method; classification comparisons; feature selection method; fuzzy linguistic rule classifier; iterative method; pattern recognition context; wood defect recognition; Context; Feature extraction; Indexes; Lattices; Support vector machines; Training;
Conference_Titel :
Fuzzy Systems (FUZZ), 2010 IEEE International Conference on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4244-6919-2
DOI :
10.1109/FUZZY.2010.5584382