Optimization

Photonic Delay Systems as Machine Learning Implementations JMLR 2015 Policy Gradient for Coherent Risk Measures NeurIPS 2015 PQTable: Fast Exact Asymmetric Distance Neighbor Search for Product Quantization Using Hash Tables ICCV 2015 Preconditioned Spectral Descent for Deep Learning NeurIPS 2015 Predicting Multiple Structured Visual Interpretations ICCV 2015 Predictive Entropy Search for Bayesian Optimization with Unknown Constraints ICML 2015 Predictive Inverse Optimal Control for Linear-Quadratic-Gaussian Systems AISTATS 2015 Preserving Privacy of Continuous High-dimensional Data with Minimax Filters AISTATS 2015 Probabilistic Line Searches for Stochastic Optimization NeurIPS 2015 Project-Out Cascaded Regression With an Application to Face Alignment CVPR 2015 Proteins, Particles, and Pseudo-Max-Marginals: A Submodular Approach ICML 2015 Proximal Average Approximated Incremental Gradient Method for Composite Penalty Regularized Empirical Risk Minimization ACML 2015 Quartz: Randomized Dual Coordinate Ascent with Arbitrary Sampling NeurIPS 2015 Rademacher Observations, Private Data, and Boosting ICML 2015 Random Coordinate Descent Methods for Minimizing Decomposable Submodular Functions ICML 2015 Real-Time Coarse-to-Fine Topologically Preserving Segmentation CVPR 2015 Regularization-Free Estimation in Trace Regression with Symmetric Positive Semidefinite Matrices NeurIPS 2015 Regularization Path of Cross-Validation Error Lower Bounds NeurIPS 2015 Regularized EM Algorithms: A Unified Framework and Statistical Guarantees NeurIPS 2015 Regularized Linear Regression: A Precise Analysis of the Estimation Error COLT 2015 Regularized M-estimators with Nonconvexity: Statistical and Algorithmic Theory for Local Optima JMLR 2015 Regularized Policy Gradients: Direct Variance Reduction in Policy Gradient Estimation ACML 2015 Robust Camera Location Estimation by Convex Programming CVPR 2015 Robust Image Alignment With Multiple Feature Descriptors and Matching-Guided Neighborhoods CVPR 2015 Robust Multivariate Regression with Grossly Corrupted Observations and Its Application to Personality Prediction ACML 2015