Fast Nonnegative Matrix/Tensor Factorization Based on Low-Rank Approximation

Manifold Regularized Discriminative Nonnegative Matrix Factorization With Fast Gradient Descent

(2011) Naiyang Guan et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Minimum-Volume-Constrained Nonnegative Matrix Factorization: Enhanced Ability of Learning Parts

(2011) Guoxu Zhou et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Extended HALS algorithm for nonnegative Tucker decomposition and its applications for multiway analysis and classification

(2011) Anh Huy Phan et al.   NEUROCOMPUTING

A randomized algorithm for the decomposition of matrices

(2010) Per-Gunnar Martinsson et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

Detecting the Number of Clusters in n-Way Probabilistic Clustering

(2010) Zhaoshui He et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Parallel Spectral Clustering in Distributed Systems

(2010) Wen-Yen Chen et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Graph Regularized Nonnegative Matrix Factorization for Data Representation

(2010) Deng Cai et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Generalizing the column–row matrix decomposition to multi-way arrays

(2010) Cesar F. Caiafa et al.   LINEAR ALGEBRA AND ITS APPLICATIONS

Non-Negative Matrix Factorization for Semisupervised Heterogeneous Data Coclustering

(2009) Yanhua Chen et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Fast Local Algorithms for Large Scale Nonnegative Matrix and Tensor Factorizations

(2009) Andrzej CICHOCKI et al.   IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUT

Tensor Decompositions and Applications

(2009) Tamara G. Kolda et al.   SIAM REVIEW

Convex and Semi-Nonnegative Matrix Factorizations

(2008) C.H.Q. Ding et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Algorithms for Sparse Nonnegative Tucker Decompositions

(2008) Morten Mørup et al.   NEURAL COMPUTATION

Nonnegative Matrix Factorization Based on Alternating Nonnegativity Constrained Least Squares and Active Set Method

(2008) Hyunsoo Kim et al.   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS