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Linear Algebra

480 papers

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Papers

Average Case Column Subset Selection for Entrywise $\ell_1$-Norm Loss NIPS 2019
Expressive power of tensor-network factorizations for probabilistic modeling NIPS 2019
Tight Dimensionality Reduction for Sketching Low Degree Polynomial Kernels NIPS 2019
Towards a Zero-One Law for Column Subset Selection NIPS 2019
Learning Phenotypes and Dynamic Patient Representations via RNN Regularized Collective Non-Negative Tensor Factorization AAAI 2019
On Sampling Complexity of the Semidefinite Affine Rank Feasibility Problem AAAI 2019
Complex Moment-Based Supervised Eigenmap for Dimensionality Reduction AAAI 2019
Tensor Ring Decomposition with Rank Minimization on Latent Space: An Efficient Approach for Tensor Completion AAAI 2019
Towards Understanding Linear Word Analogies ACL 2019
Recovery Guarantees For Quadratic Tensors With Sparse Observations AISTATS 2019
A Robust Spectral Algorithm for Overcomplete Tensor Decomposition COLT 2019
Sample-Optimal Low-Rank Approximation of Distance Matrices COLT 2019
Low-Rank Tensor Completion With a New Tensor Nuclear Norm Induced by Invertible Linear Transforms CVPR 2019
Perturbation Analysis of the 8-Point Algorithm: A Case Study for Wide FoV Cameras CVPR 2019
Micro-Baseline Structured Light ICCV 2019
Unifying Orthogonal Monte Carlo Methods ICML 2019
Learning Fast Algorithms for Linear Transforms Using Butterfly Factorizations ICML 2019
Approximating Orthogonal Matrices with Effective Givens Factorization ICML 2019
Spectral Clustering of Signed Graphs via Matrix Power Means ICML 2019
Homomorphic Sensing ICML 2019
Robust Low-Tubal-Rank Tensor Completion via Convex Optimization IJCAI 2019
A Quantum-inspired Classical Algorithm for Separable Non-negative Matrix Factorization IJCAI 2019
Parameter-free Sentence Embedding via Orthogonal Basis IJCNLP 2019
Spectral Subspace Analysis for Automatic Assessment of Pathological Speech Intelligibility INTERSPEECH 2019
Spectrum Estimation from a Few Entries JMLR 2019