Nonnegative Matrix Factorization

DOI10.1137/1.9781611976410zbMath1470.68009OpenAlexW3114089334MaRDI QIDQ5151804

Nicolas Gillis

Publication date: 22 February 2021

Full work available at URL: https://doi.org/10.1137/1.9781611976410

zbMATH Keywords

NMFcluster analysisnonnegative matrix factorization\(\beta\)-distribution

Mathematics Subject Classification ID

Factorization of matrices (15A23) Pattern recognition, speech recognition (68T10) Positive matrices and their generalizations; cones of matrices (15B48) Research exposition (monographs, survey articles) pertaining to computer science (68-02) Research exposition (monographs, survey articles) pertaining to linear algebra (15-02) Computational aspects of data analysis and big data (68T09) Numerical methods for low-rank matrix approximation; matrix compression (65F55)

Related Items

Block Bregman Majorization Minimization with Extrapolation, A Nonlinear Matrix Decomposition for Mining the Zeros of Sparse Data, Exact solutions in low-rank approximation with zeros, Refinement of Hottopixx Method for Nonnegative Matrix Factorization Under Noisy Separability, Coseparable Nonnegative Matrix Factorization, Matrix-wise \(\ell_0\)-constrained sparse nonnegative least squares, Low-rank nonnegative tensor approximation via alternating projections and sketching, Separable Quaternion Matrix Factorization for Polarization Images, On the similarity to nonnegative and Metzler Hessenberg forms, Multiplicative Updates for NMF with $\beta$-Divergences under Disjoint Equality Constraints, SISAL Revisited, Provably Robust Blind Source Separation of Linear-Quadratic Near-Separable Mixtures

Uses Software

• Matlab