Low-rank matrix approximation with manifold regularization
This paper proposes a new model of low-rank matrix factorization that incorporates manifold regularization to the matrix factorization. Superior to the graph-regularized nonnegative matrix factorization, this new regularization model has globally optimal and closed-form solutions. A direct algorithm...
Publié dans: | IEEE transactions on pattern analysis and machine intelligence. - 1979. - 35(2013), 7 vom: 15. Juli, Seite 1717-29 |
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Auteur principal: | |
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Format: | Article en ligne |
Langue: | English |
Publié: |
2013
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Accès à la collection: | IEEE transactions on pattern analysis and machine intelligence |
Sujets: | Journal Article Research Support, Non-U.S. Gov't |
Accès en ligne |
Volltext |