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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"

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Title
GSVD-NMF: Recovering Missing Features in Non-negative Matrix Factorization Youdong Guo T. Holy 117 0 0 10 Jan 2025
Identifiable Shared Component Analysis of Unpaired Multimodal Mixtures Subash Timilsina Sagar Shrestha Xiao Fu 74 1 0 28 Sep 2024
Hybrid Ensemble Deep Graph Temporal Clustering for Spatiotemporal Data Francis Ndikum Nji Omar Faruque Mostafa Cham Janeja Vandana Jianwu Wang 43 0 0 19 Sep 2024
Learning nonnegative matrix factorizations from compressed data Abraar Chaudhry E. Rebrova 51 1 0 08 Sep 2024
Non-Negative Reduced Biquaternion Matrix Factorization with Applications in Color Face Recognition Jifei Miao Junjun Pan Michael K. Ng 48 0 0 10 Aug 2024
Efficient algorithms for regularized Poisson Non-negative Matrix Factorization Nathanael Perraudin Adrien Teutrie Cécile Hébert G. Obozinski 57 1 0 25 Apr 2024
Privacy-Preserving Distributed Nonnegative Matrix Factorization Ehsan Lari Reza Arablouei Stefan Werner PICV 33 1 0 27 Mar 2024
Stratified-NMF for Heterogeneous Data James Chapman Yotam Yaniv Deanna Needell 13 1 0 17 Nov 2023
Multifidelity Covariance Estimation via Regression on the Manifold of Symmetric Positive Definite Matrices A. Maurais Terrence Alsup Benjamin Peherstorfer Youssef Marzouk 93 3 0 23 Jul 2023
Deep Clustering with Incomplete Noisy Pairwise Annotations: A Geometric Regularization Approach Tri Nguyen Shahana Ibrahim Xiao Fu 52 6 0 30 May 2023
A Provable Splitting Approach for Symmetric Nonnegative Matrix Factorization Xiao Li Zhihui Zhu Qiuwei Li Kai Liu 43 13 0 25 Jan 2023
Concept-based Explanations using Non-negative Concept Activation Vectors and Decision Tree for CNN Models Gayda Mutahar Tim Miller FAtt 51 6 0 19 Nov 2022
Population-Based Hierarchical Non-negative Matrix Factorization for Survey Data Xiaofu Ding Xinyu Dong Olivia McGough Chenxin Shen Annie Ulichney Ruiyao Xu W. Swartworth Jocelyn T. Chi Deanna Needell 18 0 0 12 Sep 2022
Separable Quaternion Matrix Factorization for Polarization Images Junjun Pan Michael K. Ng 54 8 0 28 Jul 2022
Supporting peace negotiations in the Yemen war through machine learning Miguel Arana Catania Felix-Anselm van Lier Rob Procter 40 5 0 23 Jul 2022
A Fast Scale-Invariant Algorithm for Non-negative Least Squares with Non-negative Data Jelena Diakonikolas Chenghui Li Swati Padmanabhan Chaobing Song 27 4 0 08 Mar 2022
Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image Segmentation Pooya Ashtari Diana Sima L. De Lathauwer D. Sappey-Marinier F. Maes Sabine Van Huffel ViT MedIm 79 38 0 24 Feb 2022
Crime Hot-Spot Modeling via Topic Modeling and Relative Density Estimation Jonathan Y. Zhou Sarah Huestis-Mitchell Xiuyuan Cheng Yao Xie 45 0 0 08 Feb 2022
Sensing Cox Processes via Posterior Sampling and Positive Bases Mojmír Mutný Andreas Krause 51 5 0 21 Oct 2021
Machine Learning for Mediation in Armed Conflicts Miguel Arana Catania Felix-Anselm van Lier Rob Procter 39 3 0 26 Aug 2021
Convex Latent Effect Logit Model via Sparse and Low-rank Decomposition Hongyuan Zhan Kamesh Madduri V. Shankar 53 0 0 22 Aug 2021
Multi-Channel Automatic Music Transcription Using Tensor Algebra Marmoret Axel Bertin Nancy Cohen Jeremy 15 0 0 23 Jul 2021
A Comprehensive Review on Non-Neural Networks Collaborative Filtering Recommendation Systems Carmel Wenga Majirus Fansi S. Chabrier Jean-Martial Mari A. Gabillon 53 2 0 20 Jun 2021
Analysis of the robustness of NMF algorithms A. Díaz David Steele 34 4 0 04 Jun 2021
A Non-commutative Extension of Lee-Seung's Algorithm for Positive Semidefinite Factorizations Yong Sheng Soh Antonios Varvitsiotis 26 2 0 01 Jun 2021
Non-negative matrix factorization algorithms generally improve topic model fits P. Carbonetto Abhishek K. Sarkar Zihao Wang M. Stephens 25 26 0 27 May 2021
Analysis of Legal Documents via Non-negative Matrix Factorization Methods Ryan Budahazy Lu Cheng Yihuan Huang Andrew Johnson Pengyu Li Joshua Vendrow Zhoutong Wu Denali Molitor E. Rebrova Deanna Needell 56 2 0 28 Apr 2021
Probabilistic Simplex Component Analysis Ruiyuan Wu Wing-Kin Ma Yuening Li Anthony Man-Cho So N. Sidiropoulos 79 12 0 18 Mar 2021
Citizen Participation and Machine Learning for a Better Democracy Miguel Arana Catania Felix-Anselm van Lier Rob Procter N. Tkachenko Yulan He A. Zubiaga Maria Liakata 68 58 0 28 Feb 2021
Forecasting Nonnegative Time Series via Sliding Mask Method (SMM) and Latent Clustered Forecast (LCF) Yohann De Castro Luca Mencarelli AI4TS 38 1 0 10 Feb 2021
Gaussian Compression Stream: Principle and Preliminary Results Farouk Yahaya M. Puigt G. Delmaire G. Roussel 39 1 0 10 Nov 2020
Applications of Online Nonnegative Matrix Factorization to Image and Time-Series Data Hanbaek Lyu G. Menz Deanna Needell Christopher Strohmeier 28 4 0 10 Nov 2020
A Data-Driven Machine Learning Approach for Consumer Modeling with Load Disaggregation A. K. Zarabie Sanjoy Das Hongyu Wu 13 1 0 04 Nov 2020
Multiplicative Updates for NMF with $β$ -Divergences under Disjoint Equality Constraints Valentin Leplat Nicolas Gillis Jérôme Idier 52 11 0 30 Oct 2020
On Application of Block Kaczmarz Methods in Matrix Factorization Edwin Chau Jamie Haddock 37 1 0 20 Oct 2020
Graph Regularized Nonnegative Tensor Ring Decomposition for Multiway Representation Learning Yuyuan Yu Guoxu Zhou Ning Zheng Shengli Xie Qianchuan Zhao 54 6 0 12 Oct 2020
Algorithms for Nonnegative Matrix Factorization with the Kullback-Leibler Divergence L. Hien Nicolas Gillis 79 59 0 05 Oct 2020
Deep matrix factorizations Pierre De Handschutter Nicolas Gillis Xavier Siebert BDL 128 47 0 01 Oct 2020
Fast and Secure Distributed Nonnegative Matrix Factorization Yuqiu Qian Conghui Tan Danhao Ding Hui Li N. Mamoulis 73 13 0 07 Sep 2020
Simplex-Structured Matrix Factorization: Sparsity-based Identifiability and Provably Correct Algorithms Maryam Abdolali Nicolas Gillis 71 24 0 22 Jul 2020
Multi-Resolution Beta-Divergence NMF for Blind Spectral Unmixing Valentin Leplat Nicolas Gillis Cédric Févotte 31 13 0 08 Jul 2020
Recovering Joint Probability of Discrete Random Variables from Pairwise Marginals Shahana Ibrahim Xiao Fu 141 13 0 30 Jun 2020
Computing Large-Scale Matrix and Tensor Decomposition with Structured Factors: A Unified Nonconvex Optimization Perspective Xiao Fu Nico Vervliet L. De Lathauwer Kejun Huang Nicolas Gillis CML 41 20 0 15 Jun 2020
Sparse Separable Nonnegative Matrix Factorization Nicolas Nadisic A. Vandaele Jérémy E. Cohen Nicolas Gillis 17 4 0 13 Jun 2020
COVID-19 Time-series Prediction by Joint Dictionary Learning and Online NMF Hanbaek Lyu Christopher Strohmeier G. Menz Deanna Needell 47 10 0 20 Apr 2020
Convergence to Second-Order Stationarity for Non-negative Matrix Factorization: Provably and Concurrently Ioannis Panageas Stratis Skoulakis Antonios Varvitsiotis Tianlin Li 17 2 0 26 Feb 2020
Accelerating Block Coordinate Descent for Nonnegative Tensor Factorization A. Ang Jérémy E. Cohen Nicolas Gillis L. Hien 48 10 0 13 Jan 2020
A literature survey of matrix methods for data science Martin Stoll 65 20 0 17 Dec 2019
Topic-aware chatbot using Recurrent Neural Networks and Nonnegative Matrix Factorization Yuchen Guo Nicholas Hanoian Zhexiao Lin Nicholas Liskij Hanbaek Lyu ... Jiahao Qu Henry Sojico Yuliang Wang Zhe Xiong Zhenhong Zou 70 2 0 01 Dec 2019
Online matrix factorization for Markovian data and applications to Network Dictionary Learning Hanbaek Lyu Deanna Needell Laura Balzano 71 27 0 05 Nov 2019