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matrix factorization

529 papers

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Also known as

BMF LMF NMF SVD MF MRMF

Co-occurring keywords

collaborative filtering (298) recommender system (529) low-rank approximation (322) matrix completion (356) dimensionality reduction (720) gradient descent (1143) model compression (3283) bayesian inference (1904) representation learning (6174) singular value decomposition (216)

Papers

Bayesian Extensive-Rank Matrix Factorization with Rotational Invariant Priors NIPS 2023
Convergence of Alternating Gradient Descent for Matrix Factorization NIPS 2023
Mixed Regression via Approximate Message Passing JMLR 2023
Multi-source Learning via Completion of Block-wise Overlapping Noisy Matrices JMLR 2023
Preconditioned Gradient Descent for Overparameterized Nonconvex Burer--Monteiro Factorization with Global Optimality Certification JMLR 2023
A Fast Adaptive Randomized PCA Algorithm IJCAI 2023
A Joint Matrix Factorization Analysis of Multilingual Representations EMNLP 2023
Preconditioning Matters: Fast Global Convergence of Non-convex Matrix Factorization via Scaled Gradient Descent NIPS 2023
Generalized Matrix Factorization: efficient algorithms for fitting generalized linear latent variable models to large data arrays JMLR 2022
Fast Stagewise Sparse Factor Regression JMLR 2022
Tensor Wheel Decomposition and Its Tensor Completion Application NIPS 2022
Multi-Mode Tensor Space Clustering Based on Low-Tensor-Rank Representation AAAI 2022
A Dynamic Meta-Learning Model for Time-Sensitive Cold-Start Recommendations AAAI 2022
A Nonconvex Framework for Structured Dynamic Covariance Recovery JMLR 2022
Polynomial time guarantees for the Burer-Monteiro method NIPS 2022
Nonconvex Matrix Completion with Linearly Parameterized Factors JMLR 2022
Efficient Nearest Neighbor Search for Cross-Encoder Models using Matrix Factorization EMNLP 2022
Clustering a union of linear subspaces via matrix factorization and innovation search UAI 2022
Differentiating the Value Function by using Convex Duality AISTATS 2021
Empirical Bayes Matrix Factorization JMLR 2021
A Simple and Effective Method To Eliminate the Self Language Bias in Multilingual Representations EMNLP 2021
The Decoupled Extended Kalman Filter for Dynamic Exponential-Family Factorization Models JMLR 2021
Transfer Learning via Optimal Transportation for Integrative Cancer Patient Stratification IJCAI 2021
Understanding the Dynamics of Gradient Flow in Overparameterized Linear models ICML 2021
Light RUMs ICML 2021