Matrix Factorization

Nonparametric Bayesian Factor Analysis for Dynamic Count Matrices AISTATS 2015 On the Minimal Problems of Low-Rank Matrix Factorization CVPR 2015 Orthogonal NMF through Subspace Exploration NeurIPS 2015 Robust PCA with compressed data NeurIPS 2015 Robust Spectral Inference for Joint Stochastic Matrix Factorization NeurIPS 2015 Semantic Component Analysis ICCV 2015 Simultaneous Pursuit of Sparseness and Rank Structures for Matrix Decomposition JMLR 2015 Sparse and Low-Rank Tensor Decomposition NeurIPS 2015 The Algebraic Combinatorial Approach for Low-Rank Matrix Completion JMLR 2015 A Probabilistic Framework for Multimodal Retrieval using Integrative Indian Buffet Process NeurIPS 2014 A provable SVD-based algorithm for learning topics in dominant admixture corpus NeurIPS 2014 Collective Matrix Factorization Hashing for Multimodal Data CVPR 2014 Computational Limits for Matrix Completion COLT 2014 DFacTo: Distributed Factorization of Tensors NeurIPS 2014 Efficient Distributed Topic Modeling with Provable Guarantees AISTATS 2014 Fast matrix completion without the condition number COLT 2014 Fast Multivariate Spatio-temporal Analysis via Low Rank Tensor Learning NeurIPS 2014 Generalized Higher-Order Orthogonal Iteration for Tensor Decomposition and Completion NeurIPS 2014 Generalized Nonconvex Nonsmooth Low-Rank Minimization CVPR 2014 General Table Completion using a Bayesian Nonparametric Model NeurIPS 2014 Latent Gaussian Models for Topic Modeling AISTATS 2014 Learning the Consistent Behavior of Common Users for Target Node Prediction across Social Networks ICML 2014 Low Rank Approximation Lower Bounds in Row-Update Streams NeurIPS 2014 Low-Rank Time-Frequency Synthesis NeurIPS 2014 Matrix Completion with the Trace Norm: Learning, Bounding, and Transducing JMLR 2014