Matrix Completion

Matrix Denoising with Doubly Heteroscedastic Noise: Fundamental Limits and Optimal Spectral Methods NeurIPS 2024 Support Recovery in Sparse PCA with General Missing Data UAI 2024 Convergence of Alternating Gradient Descent for Matrix Factorization NeurIPS 2023 Implicit Regularization and Entrywise Convergence of Riemannian Optimization for Low Tucker-Rank Tensor Completion JMLR 2023 Semidefinite Programming versus Burer-Monteiro Factorization for Matrix Sensing AAAI 2023 Matrix Completion with Covariate Information and Informative Missingness JMLR 2022 Provable Tensor-Train Format Tensor Completion by Riemannian Optimization JMLR 2022 Provable Efficient Online Matrix Completion via Non-convex Stochastic Gradient Descent NeurIPS 2016 Self-Adaptive Matrix Completion for Heart Rate Estimation From Face Videos Under Realistic Conditions CVPR 2016 Collaborative Filtering with Graph Information: Consistency and Scalable Methods NeurIPS 2015 Estimating Jaccard Index with Missing Observations: A Matrix Calibration Approach NeurIPS 2015 Matrix Completion from Fewer Entries: Spectral Detectability and Rank Estimation NeurIPS 2015 Matrix Completion Under Monotonic Single Index Models NeurIPS 2015 Matrix Completion with Noisy Side Information NeurIPS 2015 Unified View of Matrix Completion under General Structural Constraints NeurIPS 2015 Deterministic Symmetric Positive Semidefinite Matrix Completion NeurIPS 2014 Recovery of Coherent Data via Low-Rank Dictionary Pursuit NeurIPS 2014 A Novel Two-Step Method for Cross Language Representation Learning NeurIPS 2013 Error-Minimizing Estimates and Universal Entry-Wise Error Bounds for Low-Rank Matrix Completion NeurIPS 2013 Low-Rank Matrix and Tensor Completion via Adaptive Sampling NeurIPS 2013 Matrix Completion From any Given Set of Observations NeurIPS 2013 Speedup Matrix Completion with Side Information: Application to Multi-Label Learning NeurIPS 2013 Matrix reconstruction with the local max norm NeurIPS 2012 Spectral Learning of General Weighted Automata via Constrained Matrix Completion NeurIPS 2012 Penalty Decomposition Methods for Rank Minimization NeurIPS 2011