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Rough sets method for SVM data preprocessing

Published • Jul 6, 2005
NobleIDNI5P43W96R46S63
Authors:
Ye Li
,
Yunze Cai
,
Yuan-Gui Li

Abstract

To improve the generalization performance and structure of SVM classifiers (SVCs), we introduce rough sets theory to the data preprocessing of SVCs. Three measures arc taken: removing duplicate samples from thc dataset, finding a reduct and then multiplying every attribute with its corresponding sig...

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