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Sample reduction using recursive and segmented data structure analysis

Published in Journal of Engineering and Computer Innovations • Apr 30, 2011
Authors:
Rabul Hussain Laskar
,
Fazal Ahmed Talukdar
,
Biman Paul

Abstract

Support vector machine (SVM) is one of the widely used machine learning algorithms because of its salient features such as margin maximization and kernel substitution for classification and regression of data in a high dimensional feature space. But SVMs still face difficulties in handling large dat...

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