Regression

Variable Selection is Hard COLT 2015 A Block-Coordinate Descent Approach for Large-scale Sparse Inverse Covariance Estimation NeurIPS 2014 Accelerated Proximal Stochastic Dual Coordinate Ascent for Regularized Loss Minimization ICML 2014 Accurate Object Detection with Joint Classification-Regression Random Forests CVPR 2014 A Convex Formulation for Mixed Regression with Two Components: Minimax Optimal Rates COLT 2014 Active Regression by Stratification NeurIPS 2014 Adaptive Minimax Regression Estimation over Sparse ℓ_q-Hulls JMLR 2014 A Dual Algorithm for Olfactory Computation in the Locust Brain NeurIPS 2014 A Finite-Sample Generalization Bound for Semiparametric Regression: Partially Linear Models AISTATS 2014 Alternating Minimization for Mixed Linear Regression ICML 2014 Analytic Long-Term Forecasting with Periodic Gaussian Processes AISTATS 2014 An Automated Estimator of Image Visual Realism Based on Human Cognition CVPR 2014 A Non-parametric Conditional Factor Regression Model for Multi-Dimensional Input and Response AISTATS 2014 A Residual Bootstrap for High-Dimensional Regression with Near Low-Rank Designs NeurIPS 2014 A Statistical Perspective on Algorithmic Leveraging ICML 2014 A Stepwise uncertainty reduction approach to constrained global optimization AISTATS 2014 A Study on Cross-Population Age Estimation CVPR 2014 Average Case Analysis of High-Dimensional Block-Sparse Recovery and Regression for Arbitrary Designs AISTATS 2014 Beyond Human Opinion Scores: Blind Image Quality Assessment based on Synthetic Scores CVPR 2014 Bio-Artificial Synergies for Grasp Posture Control of Supernumerary Robotic Fingers RSS 2014 Blind Image Quality Assessment using Semi-supervised Rectifier Networks CVPR 2014 Boosting multi-step autoregressive forecasts ICML 2014 Color Transfer Using Probabilistic Moving Least Squares CVPR 2014 Confidence Intervals and Hypothesis Testing for High-Dimensional Regression JMLR 2014 Constant Nullspace Strong Convexity and Fast Convergence of Proximal Methods under High-Dimensional Settings NeurIPS 2014