A locally weighted sparse graph regularized Non-Negative Matrix Factorization method

Nonlinear Dimensionality Reduction by Locally Linear Embedding

Sam T. Roweis, Lawrence K. Saul · Science · 2000 · 15K citations

Computing, Computer Science, Data Visualization +15

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

Principal component analysis

Svante Wold, Kim H. Esbensen, Paul Geladi · Chemometrics and Intelligent Laboratory Systems · 1987 · 11.5K citations

Natural Sciences, Biostatistics, Data Analytics +5

Algorithms for Non-negative Matrix Factorization

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

Computing, Computer Science, Mathematics +15

ALGORITHMS FOR NON-NEGATIVE MATRIX FACTORIZATION

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

Computing, Computer Science, Mathematics +15