SVD based initialization: A head start for nonnegative matrix factorization

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

Positive matrix factorization: A non‐negative factor model with optimal utilization of error estimates of data values

Pentti Paatero, Unto Tapper · Environmetrics · 1994 · 6.1K citations

Low-rank Approximation, Engineering, Optimal Utilization +15

ALGORITHMS FOR NON-NEGATIVE MATRIX FACTORIZATION

D Seung, Lin-Wen Lee · 2001 · 4.8K citations

Engineering, Matrix Factorization, Data Mining +5

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

Matrix perturbation theory

Mathematics and Computers in Simulation · 1991 · 2.5K citations

Numerical Analysis, Engineering, Perturbation Method +4