Graph regularized nonnegative matrix factorization with label discrimination for data clustering

Learning the parts of objects by non-negative matrix factorization

Daniel D. Lee, H. Sebastian Seung · Nature · 1999 · 14.1K citations

Computing, Computer Science, Computer Vision +11

ALGORITHMS FOR NON-NEGATIVE MATRIX FACTORIZATION

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Computing, Computer Science, Mathematics +15

Learning with Local and Global Consistency

Dengyong Zhou, Olivier Bousquet, Thomas Navin Lal et al. · MPG.PuRe (Max Planck Society) · 2003 · 3.8K citations · Full text

Computing, Computer Science, Computer Vision +11

Semi-supervised learning using Gaussian fields and harmonic functions

Xiaojin Zhu, Zoubin Ghahramani, John Lafferty · 2003 · 3.4K citations

Computing, Computer Science, Data Mining +16

Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples

Mikhail Belkin, Partha Niyogi, Vikas Sindhwani · 2006 · 3.3K citations

Computing, Computer Science, Computational Geometry +16