Numerical Analysis

An Explicit Sampling Dependent Spectral Error Bound for Column Subset Selection ICML 2015 A Pseudo-Euclidean Iteration for Optimal Recovery in Noisy ICA NeurIPS 2015 A Simple Homotopy Algorithm for Compressive Sensing AISTATS 2015 A Wavefront Marching Method for Solving the Eikonal Equation on Cartesian Grids ICCV 2015 Column Selection via Adaptive Sampling NeurIPS 2015 Exponential Integration for Hamiltonian Monte Carlo ICML 2015 Fast, Provable Algorithms for Isotonic Regression in all L_p-norms NeurIPS 2015 Fast Randomized Singular Value Thresholding for Nuclear Norm Minimization CVPR 2015 Intrinsic Scene Decomposition From RGB-D images ICCV 2015 Large-scale log-determinant computation through stochastic Chebyshev expansions ICML 2015 On the Minimal Problems of Low-Rank Matrix Factorization CVPR 2015 Point Triangulation Through Polyhedron Collapse Using the l[?] Norm ICCV 2015 Randomized Block Krylov Methods for Stronger and Faster Approximate Singular Value Decomposition NeurIPS 2015 Spectral Clustering via the Power Method - Provably ICML 2015 Spectral Gap Error Bounds for Improving CUR Matrix Decomposition and the Nyström Method AISTATS 2015 Spectral Representations for Convolutional Neural Networks NeurIPS 2015 Super-Resolution Off the Grid NeurIPS 2015 DFacTo: Distributed Factorization of Tensors NeurIPS 2014 Efficient Algorithms and Error Analysis for the Modified Nystrom Method AISTATS 2014 Efficient Approximation of Cross-Validation for Kernel Methods using Bouligand Influence Function ICML 2014 Fourier Analysis on Transient Imaging with a Multifrequency Time-of-Flight Camera CVPR 2014 large scale canonical correlation analysis with iterative least squares NeurIPS 2014 Manopt, a Matlab Toolbox for Optimization on Manifolds JMLR 2014 Probabilistic ODE Solvers with Runge-Kutta Means NeurIPS 2014 Putting MRFs on a Tensor Train ICML 2014