Online Manifold Regularization by Dual Ascending Procedure

Online Manifold Regularization by Dual Ascending Procedure

We propose a novel online manifold regularization framework based on the notion of duality in constrained optimization. The Fenchel conjugate of hinge functions is a key to transfer manifold regularization from offline to online in this paper. Our algorithms are derived by gradient ascent in the dua...

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Bibliographic Details
Main Authors:	Boliang Sun, Guohui Li, Li Jia, Hui Zhang
Format:	Article
Language:	English
Published:	Hindawi Limited 2013-01-01
Series:	Mathematical Problems in Engineering
Online Access:	http://dx.doi.org/10.1155/2013/838439

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