Matrix Factorization

Fused Orthogonal Alternating Least Squares for Tensor Clustering NeurIPS 2022 Inductive Matrix Completion: No Bad Local Minima and a Fast Algorithm ICML 2022 KoPA: Automated Kronecker Product Approximation JMLR 2022 Nonconvex Matrix Completion with Linearly Parameterized Factors JMLR 2022 Scaling and Scalability: Provable Nonconvex Low-Rank Tensor Completion AISTATS 2022 Scaling and Scalability: Provable Nonconvex Low-Rank Tensor Estimation from Incomplete Measurements JMLR 2022 Tensor Wheel Decomposition and Its Tensor Completion Application NeurIPS 2022 Undercover Boolean Matrix Factorization with MaxSAT AAAI 2022 Additive Error Guarantees for Weighted Low Rank Approximation ICML 2021 Alpha-Stable Autoregressive Fast Multichannel Nonnegative Matrix Factorization for Joint Speech Enhancement and Dereverberation Interspeech 2021 A Non-commutative Extension of Lee-Seung's Algorithm for Positive Semidefinite Factorizations NeurIPS 2021 Bayesian Latent Factor Model for Higher-order Data ACML 2021 Binary Matrix Factorisation via Column Generation AAAI 2021 Characterizing the Loss Landscape in Non-Negative Matrix Factorization AAAI 2021 Clustering Ensemble Meets Low-rank Tensor Approximation AAAI 2021 Discrete-Valued Latent Preference Matrix Estimation with Graph Side Information ICML 2021 Estimating $α$-Rank from A Few Entries with Low Rank Matrix Completion ICML 2021 eTREE: Learning Tree-structured Embeddings AAAI 2021 Group-Sparse Matrix Factorization for Transfer Learning of Word Embeddings ICML 2021 Implicit Regularization in Matrix Sensing via Mirror Descent NeurIPS 2021 Intelligent Recommendations for Citizen Science AAAI 2021 Mixed-Features Vectors and Subspace Splitting ICLR 2021 One-Pass Multi-View Clustering for Large-Scale Data ICCV 2021 Out-of-Town Recommendation with Travel Intention Modeling AAAI 2021 Private Alternating Least Squares: Practical Private Matrix Completion with Tighter Rates ICML 2021