Concepedia

Algorithms and applications for approximate nonnegative matrix factorization

Michael W. Berry, Murray Browne, Amy N. Langville, V. Paúl Pauca, Robert J. Plemmons

Computational Statistics & Data Analysis · 2006 · 1.5K citations · 56 references

Concepts

ComputingComputer ScienceMathematicsAlgorithmsMachine LearningOptimizationApproximation AlgorithmsDimension ReductionDimensionality ReductionMatrix ComputationMatrix FactorizationSublinear AlgorithmsNon-negative Matrix FactorizationRank-revealing FactorizationsSparse Matrix Algorithms

References

56

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

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

Pentti Paatero, Unto Tapper · Environmetrics · 1994 · 6.3K citations

Computing, Data Science, Data Analytics +14

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

An efficient method for finding the minimum of a function of several variables without calculating derivatives

M. J. D. Powell · The Computer Journal · 1964 · 4.6K citations

Computing, Computer Science, Algorithms +9