Matrix Factorization

Rank Overspecified Robust Matrix Recovery: Subgradient Method and Exact Recovery NeurIPS 2021 Rate-Optimal Subspace Estimation on Random Graphs NeurIPS 2021 Real-Time Independent Vector Analysis Using Semi-Supervised Nonnegative Matrix Factorization as a Source Model Interspeech 2021 Reduced-Rank Regression with Operator Norm Error COLT 2021 Rethinking Neural vs. Matrix-Factorization Collaborative Filtering: the Theoretical Perspectives ICML 2021 Robust principal component analysis for generalized multi-view models UAI 2021 Semi-Discrete Social Recommendation (Student Abstract) AAAI 2021 Streaming Bayesian Deep Tensor Factorization ICML 2021 The Decoupled Extended Kalman Filter for Dynamic Exponential-Family Factorization Models JMLR 2021 Tripartite Collaborative Filtering with Observability and Selection for Debiasing Rating Estimation on Missing-Not-at-Random Data AAAI 2021 Unbalanced Optimal Transport through Non-negative Penalized Linear Regression NeurIPS 2021 A Bias Trick for Centered Robust Principal Component Analysis (Student Abstract) AAAI 2020 A Spatial Missing Value Imputation Method for Multi-view Urban Statistical Data IJCAI 2020 Beyond Unfolding: Exact Recovery of Latent Convex Tensor Decomposition Under Reshuffling AAAI 2020 CluHTM - Semantic Hierarchical Topic Modeling based on CluWords ACL 2020 Diversified Bayesian Nonnegative Matrix Factorization AAAI 2020 Dual T: Reducing Estimation Error for Transition Matrix in Label-noise Learning NeurIPS 2020 Estimating Rank-One Spikes from Heavy-Tailed Noise via Self-Avoiding Walks NeurIPS 2020 Fast Adaptively Weighted Matrix Factorization for Recommendation with Implicit Feedback AAAI 2020 Fast and Efficient Boolean Matrix Factorization by Geometric Segmentation AAAI 2020 Fast Exact Matrix Completion: A Unified Optimization Framework for Matrix Completion JMLR 2020 Gradient Descent for Sparse Rank-One Matrix Completion for Crowd-Sourced Aggregation of Sparsely Interacting Workers JMLR 2020 Improved guarantees and a multiple-descent curve for Column Subset Selection and the Nystrom method NeurIPS 2020 Median Matrix Completion: from Embarrassment to Optimality ICML 2020 NMF Ensembles? Not for Text Summarization! EMNLP 2020