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tensor decomposition

375 papers

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Also known as

TD

Co-occurring keywords

low-rank approximation (323) model compression (3302) tucker decomposition (39) low-rank tensor (44) latent variable model (564) tensor completion (64) matrix factorization (529) variational inference (2069) spectral method (204) cp decomposition (19)

Papers

Tensor Power Iteration for Multi-Graph Matching CVPR 2016
A Robust Multilinear Model Learning Framework for 3D Faces CVPR 2016
Sublinear Time Orthogonal Tensor Decomposition NIPS 2016
Low-Rank Regression with Tensor Responses NIPS 2016
Tensor Decomposition via Joint Matrix Schur Decomposition ICML 2016
Bayesian Poisson Tucker Decomposition for Learning the Structure of International Relations ICML 2016
Polynomial Networks and Factorization Machines: New Insights and Efficient Training Algorithms ICML 2016
Doubly Decomposing Nonparametric Tensor Regression ICML 2016
Learning from Multiway Data: Simple and Efficient Tensor Regression ICML 2016
Online ICA: Understanding Global Dynamics of Nonconvex Optimization via Diffusion Processes NIPS 2016
Online and Differentially-Private Tensor Decomposition NIPS 2016
General Tensor Spectral Co-clustering for Higher-Order Data NIPS 2016
Basis Learning as an Algorithmic Primitive COLT 2016
SPALS: Fast Alternating Least Squares via Implicit Leverage Scores Sampling NIPS 2016
On the Expressive Power of Deep Learning: A Tensor Analysis COLT 2016
Tensor vs. Matrix Methods: Robust Tensor Decomposition under Block Sparse Perturbations AISTATS 2016
Dynamic Texture Recognition via Orthogonal Tensor Dictionary Learning ICCV 2015
Convergence rate of Bayesian tensor estimator and its minimax optimality ICML 2015
Guaranteed Tensor Decomposition: A Moment Approach ICML 2015
Scalable Nonparametric Multiway Data Analysis AISTATS 2015
Learning Overcomplete Latent Variable Models through Tensor Methods COLT 2015
Deep Sparse Representation for Robust Image Registration CVPR 2015
Max vs Min: Tensor Decomposition and ICA with nearly Linear Sample Complexity COLT 2015
Interpolating Convex and Non-Convex Tensor Decompositions via the Subspace Norm NIPS 2015
Fast and Guaranteed Tensor Decomposition via Sketching NIPS 2015