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Multi-task Multiple Kernel Learning

Published • Apr 28, 2011
NobleIDNI8P93W12R24S70
Authors:
Pratik Jawanpuria
,
J. Saketha Nath

Abstract

This paper presents two novel formulations for learning shared feature representations across multiple tasks. The idea is to pose the problem as that of learning a shared kernel, which is constructed from a given set of base kernels, leading to improved generalization in all the tasks. The first for...

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