conftrace_

low-rank approximation

323 papers

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Also known as

LORA

Co-occurring keywords

model compression (3302) matrix factorization (529) matrix completion (356) tensor decomposition (375) singular value decomposition (222) matrix approximation (89) dimensionality reduction (720) tensor completion (64) kernel methods (1097) convex optimization (1321)

Papers

Principal Component Analysis and Higher Correlations for Distributed Data COLT 2014
Prediction and Clustering in Signed Networks: A Local to Global Perspective JMLR 2014
Generalized Higher-Order Orthogonal Iteration for Tensor Decomposition and Completion NIPS 2014
Matrix Completion with the Trace Norm: Learning, Bounding, and Transducing JMLR 2014
Improved Distributed Principal Component Analysis NIPS 2014
Fast Multivariate Spatio-temporal Analysis via Low Rank Tensor Learning NIPS 2014
Adaptive Object Retrieval with Kernel Reconstructive Hashing CVPR 2014
Low-Rank Spectral Learning AISTATS 2014
Grouping-Based Low-Rank Trajectory Completion and 3D Reconstruction NIPS 2014
Zeta Hull Pursuits: Learning Nonconvex Data Hulls NIPS 2014
Tight convex relaxations for sparse matrix factorization NIPS 2014
Convex Tensor Decomposition via Structured Schatten Norm Regularization NIPS 2013
Large-scale SVD and Manifold Learning JMLR 2013
Sparse Additive Text Models with Low Rank Background NIPS 2013
Improving CUR Matrix Decomposition and the Nystrom Approximation via Adaptive Sampling JMLR 2013
Greedy Bilateral Sketch, Completion & Smoothing AISTATS 2013
Partial Sum Minimization of Singular Values in RPCA for Low-Level Vision ICCV 2013
Multi-Task Learning with Gaussian Matrix Generalized Inverse Gaussian Model ICML 2013
Matrix factorization with binary components NIPS 2013
A New Convex Relaxation for Tensor Completion NIPS 2013
Sparse PCA through Low-rank Approximations ICML 2013
Matrix Completion From any Given Set of Observations NIPS 2013
Learning by Associating Ambiguously Labeled Images CVPR 2013
Revisiting the Nystrom method for improved large-scale machine learning ICML 2013
Factoring nonnegative matrices with linear programs NIPS 2012