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The Why and How of Nonnegative Matrix Factorization

21 January 2014

Papers citing "The Why and How of Nonnegative Matrix Factorization"

47 / 97 papers shown

Title
Near-Convex Archetypal Analysis Pierre De Handschutter Nicolas Gillis A. Vandaele Xavier Siebert 33 8 0 02 Oct 2019
Crowdsourcing via Pairwise Co-occurrences: Identifiability and Algorithms Shahana Ibrahim Xiao Fu Nikos Kargas Kejun Huang FedML 42 33 0 26 Sep 2019
Detecting malicious logins as graph anomalies Brian A Powell 21 10 0 19 Sep 2019
A Flexible Framework for Anomaly Detection via Dimensionality Reduction A. V. Sadr Bruce A. Bassett M. Kunz 25 15 0 09 Sep 2019
Non-negative Sparse and Collaborative Representation for Pattern Classification Jun Xu Zhou Xu Wangpeng An Haoqian Wang David C. Zhang 40 3 0 20 Aug 2019
Successive Projection Algorithm Robust to Outliers Nicolas Gillis 33 7 0 12 Aug 2019
Fast Convolutive Nonnegative Matrix Factorization Through Coordinate and Block Coordinate Updates Anthony Degleris B. Antin Surya Ganguli Alex H. Williams 23 6 0 29 Jun 2019
A Provably Correct and Robust Algorithm for Convolutive Nonnegative Matrix Factorization Anthony Degleris Nicolas Gillis 82 8 0 17 Jun 2019
Generalized Separable Nonnegative Matrix Factorization Junjun Pan Nicolas Gillis 82 27 0 30 May 2019
Beyond Alternating Updates for Matrix Factorization with Inertial Bregman Proximal Gradient Algorithms Mahesh Chandra Mukkamala Peter Ochs 78 23 0 22 May 2019
PL-NMF: Parallel Locality-Optimized Non-negative Matrix Factorization G. Moon Aravind Sukumaran-Rajam Srinivasan Parthasarathy P. Sadayappan 8 5 0 16 Apr 2019
Bayesian Allocation Model: Inference by Sequential Monte Carlo for Nonnegative Tensor Factorizations and Topic Models using Polya Urns A. Cemgil M. Burak Kurutmaz S. Yıldırım Melih Barsbey Umut Simsekli 77 6 0 11 Mar 2019
Inertial Block Proximal Methods for Non-Convex Non-Smooth Optimization L. Hien Nicolas Gillis Panagiotis Patrinos 43 11 0 05 Mar 2019
Minimum description length as an objective function for non-negative matrix factorization Steven Squires Adam Prugel-Bennett M. Niranjan 44 2 0 05 Feb 2019
Distributionally Robust and Multi-Objective Nonnegative Matrix Factorization Nicolas Gillis L. Hien Valentin Leplat Vincent Y. F. Tan OOD 53 13 0 30 Jan 2019
Comparing of Term Clustering Frameworks for Modular Ontology Learning Ziwei Xu M. Harzallah F. Guillet 18 4 0 25 Jan 2019
Dropping Symmetry for Fast Symmetric Nonnegative Matrix Factorization Zhihui Zhu Xiao Li Kai Liu Qiuwei Li 49 46 0 14 Nov 2018
State Aggregation Learning from Markov Transition Data Shiqi Wang Yizheng Chen Ahmed Abdou 115 54 0 06 Nov 2018
Improved SVD-based Initialization for Nonnegative Matrix Factorization using Low-Rank Correction Atif Muhammad Syed S. Qazi Nicolas Gillis 24 42 0 11 Jul 2018
Accelerating Nonnegative Matrix Factorization Algorithms using Extrapolation A. Ang Nicolas Gillis 69 45 0 17 May 2018
Stochastic model-based minimization of weakly convex functions Damek Davis Dmitriy Drusvyatskiy 87 377 0 17 Mar 2018
Nonnegative Matrix Factorization for Signal and Data Analytics: Identifiability, Algorithms, and Applications Xiao Fu Kejun Huang N. Sidiropoulos Wing-Kin Ma 79 204 0 03 Mar 2018
Randomized Nonnegative Matrix Factorization N. Benjamin Erichson Ariana Mendible Sophie Wihlborn J. Nathan Kutz 75 53 0 06 Nov 2017
On Identifiability of Nonnegative Matrix Factorization Xiao Fu Kejun Huang N. Sidiropoulos 85 95 0 02 Sep 2017
Low Permutation-rank Matrices: Structural Properties and Noisy Completion Nihar B. Shah Sivaraman Balakrishnan Martin J. Wainwright 188 18 0 01 Sep 2017
Block-Simultaneous Direction Method of Multipliers: A proximal primal-dual splitting algorithm for nonconvex problems with multiple constraints Fred Moolekamp Peter Melchior 32 7 0 30 Aug 2017
Maximum Volume Inscribed Ellipsoid: A New Simplex-Structured Matrix Factorization Framework via Facet Enumeration and Convex Optimization Chia-Hsiang Lin Ruiyuan Wu Wing-Kin Ma Chong-Yung Chi Yijiao Wang 100 50 0 09 Aug 2017
A Non-monotone Alternating Updating Method for A Class of Matrix Factorization Problems Lei Yang Ting Kei Pong Xiaojun Chen 42 9 0 18 May 2017
A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality Songtao Lu Mingyi Hong Zhengdao Wang 84 47 0 24 Mar 2017
Introduction to Nonnegative Matrix Factorization Nicolas Gillis 77 46 0 02 Mar 2017
Cyclic Coordinate Update Algorithms for Fixed-Point Problems: Analysis and Applications Y. T. Chow Tianyu Wu W. Yin 76 26 0 08 Nov 2016
Recovering Multiple Nonnegative Time Series From a Few Temporal Aggregates Jiali Mei Yohann De Castro Y. Goude Georges Hébrail AI4TS 30 3 0 05 Oct 2016
Robust Volume Minimization-Based Matrix Factorization for Remote Sensing and Document Clustering Xiao Fu Kejun Huang Bo Yang Wing-Kin Ma N. Sidiropoulos 59 103 0 15 Aug 2016
Adaptive Nonnegative Matrix Factorization and Measure Comparisons for Recommender Systems G. D. Corso F. Romani 51 14 0 26 Jul 2016
Contextual Bandits with Latent Confounders: An NMF Approach Rajat Sen Karthikeyan Shanmugam Murat Kocaoglu A. Dimakis Sanjay Shakkottai 81 4 0 01 Jun 2016
Nonnegative Matrix Factorization Requires Irrationality D. Chistikov S. Kiefer Ines Marusic M. Shirmohammadi J. Worrell 69 13 0 22 May 2016
Learning From Hidden Traits: Joint Factor Analysis and Latent Clustering Bo Yang Xiao Fu N. Sidiropoulos 64 40 0 21 May 2016
Matrix Factorization-Based Clustering Of Image Features For Bandwidth-Constrained Information Retrieval Jacob Chakareski I. Manohar S. Rane 13 0 0 07 May 2016
Fast Parallel Randomized Algorithm for Nonnegative Matrix Factorization with KL Divergence for Large Sparse Datasets D. Nguyen T. Ho 15 10 0 14 Apr 2016
Intersecting Faces: Non-negative Matrix Factorization With New Guarantees Rong Ge James Zou CVBM 92 24 0 08 Jul 2015
Sequential Dimensionality Reduction for Extracting Localized Features Gabriella Casalino Nicolas Gillis 44 21 0 26 May 2015
Sparsity and adaptivity for the blind separation of partially correlated sources J. Bobin Jérémy Rapin A. Larue Jean-Luc Starck 62 53 0 09 Dec 2014
Heuristics for Exact Nonnegative Matrix Factorization A. Vandaele Nicolas Gillis François Glineur D. Tuyttens 102 46 0 26 Nov 2014
Self-Dictionary Sparse Regression for Hyperspectral Unmixing: Greedy Pursuit and Pure Pixel Search are Related Xiao Fu Wing-Kin Ma Tsung-Han Chan J. Bioucas-Dias 97 67 0 15 Sep 2014
Kernel Nonnegative Matrix Factorization Without the Curse of the Pre-image - Application to Unmixing Hyperspectral Images Fei Zhu P. Honeine Maya Kallas 80 12 0 16 Jul 2014
Techniques for clustering interaction data as a collection of graphs N. H. Lee Carey Priebe Youngser Park I-Jeng Wang Michael A. Rosen 40 0 0 24 Jun 2014
Successive Nonnegative Projection Algorithm for Robust Nonnegative Blind Source Separation Nicolas Gillis 162 93 0 28 Oct 2013