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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

Fast Variational Bayesian Inference for Non-Conjugate Matrix Factorization Models AISTATS 2012
Clustering by Nonnegative Matrix Factorization Using Graph Random Walk NIPS 2012
Automatic Feature Induction for Stagewise Collaborative Filtering NIPS 2012
Learning the Dependency Structure of Latent Factors NIPS 2012
Nonparametric Max-Margin Matrix Factorization for Collaborative Prediction NIPS 2012
Bayesian Probabilistic Co-Subspace Addition NIPS 2012
Provable ICA with Unknown Gaussian Noise, with Implications for Gaussian Mixtures and Autoencoders NIPS 2012
Factorized Diffusion Map Approximation AISTATS 2012
A Scalable CUR Matrix Decomposition Algorithm: Lower Time Complexity and Tighter Bound NIPS 2012
Matrix reconstruction with the local max norm NIPS 2012
Collaborative Ranking With 17 Parameters NIPS 2012
SVDFeature: A Toolkit for Feature-based Collaborative Filtering JMLR 2012
Theoretical Analysis of Bayesian Matrix Factorization JMLR 2011
Generalised Coupled Tensor Factorisation NIPS 2011
Global Solution of Fully-Observed Variational Bayesian Matrix Factorization is Column-Wise Independent NIPS 2011
Learning with the weighted trace-norm under arbitrary sampling distributions NIPS 2011
Learning low-rank output kernels ACML 2011
Nonnegative dictionary learning in the exponential noise model for adaptive music signal representation NIPS 2011
The Stationary Subspace Analysis Toolbox JMLR 2011
Divide-and-Conquer Matrix Factorization NIPS 2011
Online Learning in The Manifold of Low-Rank Matrices NIPS 2010
Joint Analysis of Time-Evolving Binary Matrices and Associated Documents NIPS 2010
Global Analytic Solution for Variational Bayesian Matrix Factorization NIPS 2010
Reduced-Rank Hidden Markov Models AISTATS 2010
Practical Large-Scale Optimization for Max-norm Regularization NIPS 2010