Regression

Robust Sparse Regression under Adversarial Corruption ICML 2013 Salient Object Detection: A Discriminative Regional Feature Integration Approach CVPR 2013 Scaling Multidimensional Gaussian Processes using Projected Additive Approximations ICML 2013 Scene Coordinate Regression Forests for Camera Relocalization in RGB-D Images CVPR 2013 Shape Index Descriptors Applied to Texture-Based Galaxy Analysis ICCV 2013 Sharp analysis of low-rank kernel matrix approximations COLT 2013 Simultaneous Rectification and Alignment via Robust Recovery of Low-rank Tensors NeurIPS 2013 Sketching Structured Matrices for Faster Nonlinear Regression NeurIPS 2013 Smooth Operators ICML 2013 Solving inverse problem of Markov chain with partial observations NeurIPS 2013 Sparse Adaptive Dirichlet-Multinomial-like Processes COLT 2013 Sparse projections onto the simplex ICML 2013 Sparse/Robust Estimation and Kalman Smoothing with Nonsmooth Log-Concave Densities: Modeling, Computation, and Theory JMLR 2013 Sparse Single-Index Model JMLR 2013 Sparsity Regret Bounds for Individual Sequences in Online Linear Regression JMLR 2013 Spectral Experts for Estimating Mixtures of Linear Regressions ICML 2013 Speedup Matrix Completion with Side Information: Application to Multi-Label Learning NeurIPS 2013 Stochastic Deconvolution CVPR 2013 Structure Discovery in Nonparametric Regression through Compositional Kernel Search ICML 2013 Subspace Embeddings and \ell_p-Regression Using Exponential Random Variables COLT 2013 The Bigraphical Lasso ICML 2013 The lasso, persistence, and cross-validation ICML 2013 Variance Reduction for Stochastic Gradient Optimization NeurIPS 2013 When in Doubt, SWAP: High-Dimensional Sparse Recovery from Correlated Measurements NeurIPS 2013 Which Space Partitioning Tree to Use for Search? NeurIPS 2013