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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

Bayesian Nonparametric Poisson Factorization for Recommendation Systems AISTATS 2014
Collaborative Ranking for Local Preferences AISTATS 2014
A provable SVD-based algorithm for learning topics in dominant admixture corpus NIPS 2014
Online Optimization for Max-Norm Regularization NIPS 2014
Reducing the Rank in Relational Factorization Models by Including Observable Patterns NIPS 2014
New Learning Methods for Supervised and Unsupervised Preference Aggregation JMLR 2014
An Inequality with Applications to Structured Sparsity and Multitask Dictionary Learning COLT 2014
Latent Gaussian Models for Topic Modeling AISTATS 2014
Analysis of Empirical MAP and Empirical Partially Bayes: Can They be Alternatives to Variational Bayes? AISTATS 2014
SCAMS: Simultaneous Clustering and Model Selection CVPR 2014
Fast and Robust Archetypal Analysis for Representation Learning CVPR 2014
Collaborative Hashing CVPR 2014
Weighted Nuclear Norm Minimization with Application to Image Denoising CVPR 2014
Expectation-Maximization for Learning Determinantal Point Processes NIPS 2014
Efficient Distributed Topic Modeling with Provable Guarantees AISTATS 2014
Ordinal Random Fields for Recommender Systems ACML 2014
Factorized Point Process Intensities: A Spatial Analysis of Professional Basketball ICML 2014
Neural Word Embedding as Implicit Matrix Factorization NIPS 2014
General Table Completion using a Bayesian Nonparametric Model NIPS 2014
Revisiting Frank-Wolfe: Projection-Free Sparse Convex Optimization ICML 2013
On Algorithms for Sparse Multi-factor NMF NIPS 2013
Stochastic Optimization of PCA with Capped MSG NIPS 2013
Bayesian Robust Matrix Factorization for Image and Video Processing ICCV 2013
Convex Tensor Decomposition via Structured Schatten Norm Regularization NIPS 2013
Low-Rank Matrix and Tensor Completion via Adaptive Sampling NIPS 2013