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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

How regularization affects the critical points in linear networks NIPS 2017
SPMC: Socially-Aware Personalized Markov Chains for Sparse Sequential Recommendation IJCAI 2017
Latent Multi-View Subspace Clustering CVPR 2017
Learning Discriminative Recommendation Systems with Side Information IJCAI 2017
Non-square matrix sensing without spurious local minima via the Burer-Monteiro approach AISTATS 2017
A Simple Language Model based on PMI Matrix Approximations EMNLP 2017
Approximation Algorithms for $\ell_0$-Low Rank Approximation NIPS 2017
Kernel Square-Loss Exemplar Machines for Image Retrieval CVPR 2017
Hierarchical Probabilistic Matrix Factorization with Network Topology for Multi-relational Social Network ACML 2016
Fast Collaborative Filtering from Implicit Feedback with Provable Guarantees ACML 2016
Coordinate-wise Power Method NIPS 2016
Dictionary Learning for Massive Matrix Factorization ICML 2016
LLORMA: Local Low-Rank Matrix Approximation JMLR 2016
Data Poisoning Attacks on Factorization-Based Collaborative Filtering NIPS 2016
A Neural Autoregressive Approach to Collaborative Filtering ICML 2016
Recommendations as Treatments: Debiasing Learning and Evaluation ICML 2016
The non-convex Burer-Monteiro approach works on smooth semidefinite programs NIPS 2016
Learning Structured Low-Rank Representation via Matrix Factorization AISTATS 2016
Hierarchical Compound Poisson Factorization ICML 2016
Temporal Regularized Matrix Factorization for High-dimensional Time Series Prediction NIPS 2016
Global Optimality of Local Search for Low Rank Matrix Recovery NIPS 2016
On Robustness of Kernel Clustering NIPS 2016
LazySVD: Even Faster SVD Decomposition Yet Without Agonizing Pain NIPS 2016
Integrating Distributional and Lexical Information for Semantic Classification of Words using MRMF COLING 2016
Efficient Large-Scale Similarity Search Using Matrix Factorization CVPR 2016