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matrix decomposition

119 papers

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Also known as

SVD

Co-occurring keywords

model compression (3283) matrix factorization (529) low-rank approximation (322) dimensionality reduction (720) principal component analysis (316) unsupervised learning (3255) low-rank decomposition (36) singular value decomposition (216) robust principal component analysis (62) convex optimization (1320)

Papers

Determinantal Reinforcement Learning AAAI 2019
Community Detection and Link Prediction via Cluster-driven Low-rank Matrix Completion IJCAI 2019
Multi-view Spectral Clustering Network IJCAI 2019
A Quantum-inspired Classical Algorithm for Separable Non-negative Matrix Factorization IJCAI 2019
A Nonconvex Projection Method for Robust PCA AAAI 2019
Total Least Squares Regression in Input Sparsity Time NIPS 2019
Towards Practical Alternating Least-Squares for CCA NIPS 2019
Practical Correlated Topic Modeling and Analysis via the Rectified Anchor Word Algorithm IJCNLP 2019
Greedy Orthogonal Pivoting Algorithm for Non-Negative Matrix Factorization ICML 2019
Neurally-Guided Structure Inference ICML 2019
Hierarchical Clustering Beyond the Worst-Case NIPS 2017
Scalable Normalized Cut with Improved Spectral Rotation IJCAI 2017
Provable Alternating Gradient Descent for Non-negative Matrix Factorization with Strong Correlations ICML 2017
Handling Noise in Boolean Matrix Factorization IJCAI 2017
Learning Word Vector Representations Based on Acoustic Counts INTERSPEECH 2017
Video Desnowing and Deraining Based on Matrix Decomposition CVPR 2017
Low-Rank Doubly Stochastic Matrix Decomposition for Cluster Analysis JMLR 2016
LazySVD: Even Faster SVD Decomposition Yet Without Agonizing Pain NIPS 2016
Correlated-PCA: Principal Components' Analysis when Data and Noise are Correlated NIPS 2016
An Improved Gap-Dependency Analysis of the Noisy Power Method COLT 2016
Efficient Sampling for k-Determinantal Point Processes AISTATS 2016
A Subspace Learning Approach for High Dimensional Matrix Decomposition with Efficient Column/Row Sampling ICML 2016
A posteriori error bounds for joint matrix decomposition problems NIPS 2016
An Explicit Sampling Dependent Spectral Error Bound for Column Subset Selection ICML 2015
A Unified Framework for Outlier-Robust PCA-like Algorithms ICML 2015