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Active kernel learning

Published • Jan 1, 2008
NobleIDNI4P91W25R57S26
Authors:
Steven C. H. Hoi
,
Rong Jin

Abstract

Identifying the appropriate kernel function/matrix for a given dataset is essential to all kernel-based learning techniques. A number of kernel learning algorithms have been proposed to learn kernel functions or matrices from side information (e.g., either labeled examples or pairwise constraints). ...

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