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matrix factorization

529 papers

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Also known as

BMF LMF NMF SVD MF MRMF

Co-occurring keywords

collaborative filtering (298) recommender system (529) low-rank approximation (322) matrix completion (356) dimensionality reduction (720) gradient descent (1143) model compression (3283) bayesian inference (1904) representation learning (6174) singular value decomposition (216)

Papers

Fixed-point algorithms for learning determinantal point processes ICML 2015
An Online Learning Algorithm for Bilinear Models ICML 2015
Learning Overcomplete Latent Variable Models through Tensor Methods COLT 2015
Elastic-Net Regularization of Singular Values for Robust Subspace Learning CVPR 2015
Fast and Memory Optimal Low-Rank Matrix Approximation NIPS 2015
Tensorizing Neural Networks NIPS 2015
Sparse and Low-Rank Tensor Decomposition NIPS 2015
Complete Dictionary Recovery Using Nonconvex Optimization ICML 2015
Low Rank Approximation using Error Correcting Coding Matrices ICML 2015
Efficient Thompson Sampling for Online Matrix-Factorization Recommendation NIPS 2015
Scalable Model Selection for Large-Scale Factorial Relational Models ICML 2015
Condition for Perfect Dimensionality Recovery by Variational Bayesian PCA JMLR 2015
Sparse PCA via Bipartite Matchings NIPS 2015
Photometric Refinement of Depth Maps for Multi-Albedo Objects CVPR 2015
On the Minimal Problems of Low-Rank Matrix Factorization CVPR 2015
SOLD: Sub-Optimal Low-rank Decomposition for Efficient Video Segmentation CVPR 2015
Cold-start Active Learning with Robust Ordinal Matrix Factorization ICML 2014
Collective Matrix Factorization Hashing for Multimodal Data CVPR 2014
Structured Low-Rank Matrix Factorization: Optimality, Algorithm, and Applications to Image Processing ICML 2014
Multiresolution Matrix Factorization ICML 2014
Learning convolution filters for inverse covariance estimation of neural network connectivity NIPS 2014
On Model Parallelization and Scheduling Strategies for Distributed Machine Learning NIPS 2014
Scalable Collaborative Bayesian Preference Learning AISTATS 2014
Learning the Consistent Behavior of Common Users for Target Node Prediction across Social Networks ICML 2014
Multi-label Classification via Feature-aware Implicit Label Space Encoding ICML 2014