Linear Algebra

A Blind Block Term Decomposition of High Order Tensors AAAI 2021 Additive Error Guarantees for Weighted Low Rank Approximation ICML 2021 Analysis of stochastic Lanczos quadrature for spectrum approximation ICML 2021 A Non-commutative Extension of Lee-Seung's Algorithm for Positive Semidefinite Factorizations NeurIPS 2021 A Note on Sparse Generalized Eigenvalue Problem NeurIPS 2021 Approximate Multiplication of Sparse Matrices with Limited Space AAAI 2021 A Spectral Analysis of Dot-product Kernels AISTATS 2021 A Unified Framework for Spectral Clustering in Sparse Graphs JMLR 2021 Causal Identification with Matrix Equations NeurIPS 2021 CountSketches, Feature Hashing and the Median of Three ICML 2021 Dimensionality Reduction for Wasserstein Barycenter NeurIPS 2021 Double Low-Rank Representation With Projection Distance Penalty for Clustering CVPR 2021 Dynamic Trace Estimation NeurIPS 2021 Expert advice problem with noisy low rank loss ACML 2021 Exponentially Improved Dimensionality Reduction for l1: Subspace Embeddings and Independence Testing COLT 2021 Fast and accurate randomized algorithms for low-rank tensor decompositions NeurIPS 2021 Faster Kernel Matrix Algebra via Density Estimation ICML 2021 Fast Sketching of Polynomial Kernels of Polynomial Degree ICML 2021 Fast Statistical Leverage Score Approximation in Kernel Ridge Regression AISTATS 2021 Fast Tucker Rank Reduction for Non-Negative Tensors Using Mean-Field Approximation NeurIPS 2021 Fixed-Parameter and Approximation Algorithms for PCA with Outliers ICML 2021 Fully-Connected Tensor Network Decomposition and Its Application to Higher-Order Tensor Completion AAAI 2021 Hessian Eigenspectra of More Realistic Nonlinear Models NeurIPS 2021 Heuristic Search for Approximating One Matrix in Terms of Another Matrix IJCAI 2021 Homomorphic Sensing: Sparsity and Noise ICML 2021