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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

Large-Scale Matrix Factorization with Missing Data under Additional Constraints NIPS 2010
Collaborative Filtering via Rating Concentration AISTATS 2010
Collaborative Filtering on a Budget AISTATS 2010
Online Learning for Matrix Factorization and Sparse Coding JMLR 2010
Variational bounds for mixed-data factor analysis NIPS 2010
Random Projections for $k$-means Clustering NIPS 2010
Linearly constrained Bayesian matrix factorization for blind source separation NIPS 2009
Low-Rank Kernel Learning with Bregman Matrix Divergences JMLR 2009
Factor Modeling for Advertisement Targeting NIPS 2009
Scalable Collaborative Filtering Approaches for Large Recommender Systems JMLR 2009
Adaptive Template Matching with Shift-Invariant Semi-NMF NIPS 2008
Bayesian Exponential Family PCA NIPS 2008
Regularized Co-Clustering with Dual Supervision NIPS 2008
Consistency of Trace Norm Minimization JMLR 2008
QUIC-SVD: Fast SVD Using Cosine Trees NIPS 2008
COFI RANK - Maximum Margin Matrix Factorization for Collaborative Ranking NIPS 2007
Heterogeneous Component Analysis NIPS 2007
Modeling homophily and stochastic equivalence in symmetric relational data NIPS 2007
Parallelizing Support Vector Machines on Distributed Computers NIPS 2007
Probabilistic Matrix Factorization NIPS 2007
Modeling Dyadic Data with Binary Latent Factors NIPS 2006
Randomized PCA Algorithms with Regret Bounds that are Logarithmic in the Dimension NIPS 2006
Graph Laplacian Regularization for Large-Scale Semidefinite Programming NIPS 2006
Nonnegative Sparse PCA NIPS 2006
Recursive Attribute Factoring NIPS 2006