← Core Methods
Machine Learning › Core Methods ›

Matrix Factorization

383 directly classified papers

Papers per year

Papers

Nonconvex Matrix Completion with Linearly Parameterized Factors JMLR 2022
Scaling and Scalability: Provable Nonconvex Low-Rank Tensor Estimation from Incomplete Measurements JMLR 2022
Inductive Matrix Completion: No Bad Local Minima and a Fast Algorithm ICML 2022
Efficient Nearest Neighbor Search for Cross-Encoder Models using Matrix Factorization EMNLP 2022
Private Alternating Least Squares: Practical Private Matrix Completion with Tighter Rates ICML 2021
Robust principal component analysis for generalized multi-view models UAI 2021
Additive Error Guarantees for Weighted Low Rank Approximation ICML 2021
Rank Overspecified Robust Matrix Recovery: Subgradient Method and Exact Recovery NIPS 2021
Real-Time Independent Vector Analysis Using Semi-Supervised Nonnegative Matrix Factorization as a Source Model INTERSPEECH 2021
Alpha-Stable Autoregressive Fast Multichannel Nonnegative Matrix Factorization for Joint Speech Enhancement and Dereverberation INTERSPEECH 2021
Rate-Optimal Subspace Estimation on Random Graphs NIPS 2021
Implicit Regularization in Matrix Sensing via Mirror Descent NIPS 2021
One-Pass Multi-View Clustering for Large-Scale Data ICCV 2021
Unbalanced Optimal Transport through Non-negative Penalized Linear Regression NIPS 2021
Clustering Ensemble Meets Low-rank Tensor Approximation AAAI 2021
eTREE: Learning Tree-structured Embeddings AAAI 2021
Intelligent Recommendations for Citizen Science AAAI 2021
Rethinking Neural vs. Matrix-Factorization Collaborative Filtering: the Theoretical Perspectives ICML 2021
Discrete-Valued Latent Preference Matrix Estimation with Graph Side Information ICML 2021
The Decoupled Extended Kalman Filter for Dynamic Exponential-Family Factorization Models JMLR 2021
Group-Sparse Matrix Factorization for Transfer Learning of Word Embeddings ICML 2021
Characterizing the Loss Landscape in Non-Negative Matrix Factorization AAAI 2021
Out-of-Town Recommendation with Travel Intention Modeling AAAI 2021
Streaming Bayesian Deep Tensor Factorization ICML 2021
Estimating $α$-Rank from A Few Entries with Low Rank Matrix Completion ICML 2021