Matrix Factorization

Convex Tensor Decomposition via Structured Schatten Norm Regularization NeurIPS 2013 Distributed Low-Rank Subspace Segmentation ICCV 2013 Error-Minimizing Estimates and Universal Entry-Wise Error Bounds for Low-Rank Matrix Completion NeurIPS 2013 Exact and Stable Recovery of Pairwise Interaction Tensors NeurIPS 2013 Excess risk bounds for multitask learning with trace norm regularization COLT 2013 Fast Conical Hull Algorithms for Near-separable Non-negative Matrix Factorization ICML 2013 Fast Determinantal Point Process Sampling with Application to Clustering NeurIPS 2013 Global Analytic Solution of Fully-observed Variational Bayesian Matrix Factorization JMLR 2013 Improving CUR Matrix Decomposition and the Nystrom Approximation via Adaptive Sampling JMLR 2013 Intersecting singularities for multi-structured estimation ICML 2013 Kernelized Bayesian Matrix Factorization ICML 2013 Learning Bilinear Model for Matching Queries and Documents JMLR 2013 Learning Multi-level Sparse Representations NeurIPS 2013 Learning the beta-Divergence in Tweedie Compound Poisson Matrix Factorization Models ICML 2013 Low-Rank Matrix and Tensor Completion via Adaptive Sampling NeurIPS 2013 Matrix Completion From any Given Set of Observations NeurIPS 2013 Matrix factorization with binary components NeurIPS 2013 Multilinear Dynamical Systems for Tensor Time Series NeurIPS 2013 Multi-target Tracking by Rank-1 Tensor Approximation CVPR 2013 Near-Optimal Entrywise Sampling for Data Matrices NeurIPS 2013 On Algorithms for Sparse Multi-factor NMF NeurIPS 2013 Partial Sum Minimization of Singular Values in RPCA for Low-Level Vision ICCV 2013 Provable Subspace Clustering: When LRR meets SSC NeurIPS 2013 Robust Low Rank Kernel Embeddings of Multivariate Distributions NeurIPS 2013 Robust Matrix Factorization with Unknown Noise ICCV 2013