Supervised subspace learning with multi-class Lagrangian SVM on the Grassmann Manifold

Supervised subspace learning with multi-class Lagrangian SVM on the Grassmann Manifold

Learning robust subspaces to maximize class discrimination is challenging, and most current works consider a weak connection between dimensionality reduction and classifier design. We propose an alternate framework wherein these two steps are combined in a joint formulation to exploit the direct con...

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Bibliographic Details
Main Authors: Pham, DucSon, Venkatesh, Svetha
Other Authors: D Wang
Format: Conference Paper
Published: Springer 2011
Online Access:http://hdl.handle.net/20.500.11937/42511

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