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Learning sparse kernel classifiers for multi-instance classification.

Published in IEEE transactions on neural networks and learning systems • Sep 1, 2013
Authors:
Zhouyu Fu
,
Guojun Lu
,
Kai Ming Ting

Abstract

We propose a direct approach to learning sparse kernel classifiers for multi-instance (MI) classification to improve efficiency while maintaining predictive accuracy. The proposed method builds on a convex formulation for MI classification by considering the average score of individual instances for...

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