Reducing microarray data via nonnegative matrix factorization for visualization and clustering analysis

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

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

Computing, Computer Science, Mathematics +15

Metagenes and molecular pattern discovery using matrix factorization

Jean-Philippe Brunet, Pablo Tamayo, Todd R. Golub et al. · Proceedings of the National Academy of Sciences · 2004 · 2.3K citations · Full text

Life Sciences, Bioinformatics, Molecular Biology +13

Algorithms and applications for approximate nonnegative matrix factorization

Michael W. Berry, Murray Browne, Amy N. Langville et al. · Computational Statistics & Data Analysis · 2006 · 1.5K citations

Computing, Computer Science, Mathematics +12

Principal component analysis for clustering gene expression data

Ka Yee Yeung, Walter L. Ruzzo · Bioinformatics · 2001 · 1.3K citations · Full text

Life Sciences, Biostatistics, Gene Expression +12