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Tensor Decomposition

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TitleStatusHype
Shape Constrained Tensor Decompositions using Sparse Representations in Over-Complete LibrariesCode0
Tensor Decomposition for Signal Processing and Machine Learning—0
Approximate Joint Matrix Triangularization—0
Online and Differentially-Private Tensor Decomposition—0
Tensor Ring DecompositionCode0
Discovery of Latent Factors in High-dimensional Data Using Tensor Methods—0
Unsupervised Learning of Word-Sequence Representations from Scratch via Convolutional Tensor Decomposition—0
Adversarial Top-K Ranking—0
Comprehensive Feature-based Robust Video Fingerprinting Using Tensor Model—0
Fast spectral algorithms from sum-of-squares proofs: tensor decomposition and planted sparse vectors—0
Sparse and Low-Rank Tensor Decomposition—0
Convolutional neural networks with low-rank regularizationCode1
When Are Nonconvex Problems Not Scary?Code0
Tensor vs Matrix Methods: Robust Tensor Decomposition under Block Sparse Perturbations—0
Linked Component Analysis from Matrices to High Order Tensors: Applications to Biomedical Data—0
Beating the Perils of Non-Convexity: Guaranteed Training of Neural Networks using Tensor Methods—0
Doubly Decomposing Nonparametric Tensor Regression—0
Fast and Guaranteed Tensor Decomposition via Sketching—0
Convolutional Dictionary Learning through Tensor Factorization—0
Feature-Independent Context Estimation for Automatic Image Annotation—0
Optimal Low-Rank Tensor Recovery from Separable Measurements: Four Contractions Suffice—0
Bayesian Sparse Tucker Models for Dimension Reduction and Tensor CompletionCode0
Deep Learning and Continuous Representations for Natural Language Processing—0
Decomposing Overcomplete 3rd Order Tensors using Sum-of-Squares Algorithms—0
Heterogeneous Tensor Decomposition for Clustering via Manifold Optimization—0
A Comparative Analysis of Tensor Decomposition Models Using Hyper Spectral Image—0
Learning Mixed Membership Community Models in Social Tagging Networks through Tensor Methods—0
Automatic Unsupervised Tensor Mining with Quality Assessment—0
Escaping From Saddle Points --- Online Stochastic Gradient for Tensor DecompositionCode0
Tensor decomposition with generalized lasso penalties—0
Provable Sparse Tensor Decomposition—0
Per-Block-Convex Data Modeling by Accelerated Stochastic Approximation—0
Speeding-up Convolutional Neural Networks Using Fine-tuned CP-DecompositionCode0
Max vs Min: Tensor Decomposition and ICA with nearly Linear Sample Complexity—0
Provable Tensor Methods for Learning Mixtures of Generalized Linear Models—0
Generalized Higher-Order Orthogonal Iteration for Tensor Decomposition and Completion—0
Robust Tensor Decomposition with Gross Corruption—0
Low-Rank Approximation and Completion of Positive Tensors—0
Minimal Realization Problems for Hidden Markov Models—0
Learning Mixed Multinomial Logit Model from Ordinal Data—0
Learning Mixtures of Ranking Models—0
An Online Algorithm for Learning Selectivity to Mixture Means—0
Model Selection for Topic Models via Spectral Decomposition—0
Group Orbit Optimization: A Unified Approach to Data Normalization—0
Identification of Dynamic functional brain network states Through Tensor Decomposition—0
Typed Tensor Decomposition of Knowledge Bases for Relation Extraction—0
Sample Complexity Analysis for Learning Overcomplete Latent Variable Models through Tensor Methods—0
Dictionary Learning and Tensor Decomposition via the Sum-of-Squares Method—0
Generalized Higher-Order Tensor Decomposition via Parallel ADMM—0
Human mobility synthesis using matrix and tensor factorizations—0
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