Graph regularized and sparse nonnegative matrix factorization with hard constraints for data representation

Learning the parts of objects by non-negative matrix factorization

Daniel D. Lee, H. Sebastian Seung · Nature · 1999 · 13.8K citations

Non-negative Matrix Factorization, Machine Vision, Image Analysis +11

Algorithms for Non-negative Matrix Factorization

Daniel D. Lee, H. Sebastian Seung · 2000 · 5.5K citations

Optimally sparse representation in general (nonorthogonal) dictionaries via ℓ ¹ minimization

David L. Donoho, Michael Elad · Proceedings of the National Academy of Sciences · 2003 · 2.9K citations · Full text

Non-negative Matrix Factorization with Sparseness Constraints

Patrik O. Hoyer · Journal of Machine Learning Research · 2004 · 2.6K citations

Non-negative Matrix Factorization, Sparse Representation, Engineering +14

Vertex component analysis: a fast algorithm to unmix hyperspectral data

José M. P. Nascimento, José M. Bioucas‐Dias · IEEE Transactions on Geoscience and Remote Sensing · 2005 · 2.6K citations

Image Analysis, Hyperspectral Data, Data Science +13