Matrix Factorization

Multi-label Classification via Feature-aware Implicit Label Space Encoding ICML 2014 Multi-Scale Spectral Decomposition of Massive Graphs NeurIPS 2014 Multitask learning meets tensor factorization: task imputation via convex optimization NeurIPS 2014 Neural Word Embedding as Implicit Matrix Factorization NeurIPS 2014 Non-convex Robust PCA NeurIPS 2014 Online Optimization for Max-Norm Regularization NeurIPS 2014 Probabilistic low-rank matrix completion on finite alphabets NeurIPS 2014 Probabilistic Matrix Factorization with Non-random Missing Data ICML 2014 Provable Tensor Factorization with Missing Data NeurIPS 2014 Recovery of Coherent Data via Low-Rank Dictionary Pursuit NeurIPS 2014 Reducing the Rank in Relational Factorization Models by Including Observable Patterns NeurIPS 2014 Robust Tensor Decomposition with Gross Corruption NeurIPS 2014 Scalable Bayesian Low-Rank Decomposition of Incomplete Multiway Tensors ICML 2014 Scalable Collaborative Bayesian Preference Learning AISTATS 2014 Scalable Methods for Nonnegative Matrix Factorizations of Near-separable Tall-and-skinny Matrices NeurIPS 2014 Scalable Variational Bayesian Matrix Factorization with Side Information AISTATS 2014 The Noisy Power Method: A Meta Algorithm with Applications NeurIPS 2014 Tight convex relaxations for sparse matrix factorization NeurIPS 2014 A Divide-and-Conquer Method for Scalable Low-Rank Latent Matrix Pursuit CVPR 2013 A Generalized Low-Rank Appearance Model for Spatio-temporally Correlated Rain Streaks ICCV 2013 A Max-Norm Constrained Minimization Approach to 1-Bit Matrix Completion JMLR 2013 A New Convex Relaxation for Tensor Completion NeurIPS 2013 A Novel Two-Step Method for Cross Language Representation Learning NeurIPS 2013 Automatic Kronecker Product Model Based Detection of Repeated Patterns in 2D Urban Images ICCV 2013 Convex Collective Matrix Factorization AISTATS 2013