Aggregation of fuzzy classifiers using coupled map lattices

被引:0
|
作者
Gomez, Jonatan [1 ]
Leon, Elizabeth [1 ]
机构
[1] Univ Nacl Colombia, Dept Comp & Syst Engn, Bogota, Colombia
关键词
D O I
10.1109/FUZZY.2006.1681735
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a technique for aggregating a group of fuzzy classifiers using a coupled map lattice. First a the training data set is divided into several disjoint groups. Each group is used for training a classifier using a fuzzy classification technique. Then, each fuzzy classifier is associated to one site in a coupled map lattice. In order to predict the class of a given data sample, the sample is presented to each fuzzy classifier and. the prediction is evolved using the dynamics properties of the coupled map lattice. The final prediction is the fuzzy voting of the classifiers after evolving them. The proposed approach is tested with several toy and real data sets in order to determine its performance.
引用
收藏
页码:344 / +
页数:2
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