robust optimization

Robust Trajectory Optimization: A Cooperative Stochastic Game Theoretic Approach RSS 2015 Robust Trajectory Optimization Under Frictional Contact with Iterative Learning RSS 2015 Sample Complexity Bounds for Iterative Stochastic Policy Optimization NeurIPS 2015 Global Optimization Methods for Extended Fisher Discriminant Analysis AISTATS 2014 On Robustness and Regularization of Structural Support Vector Machines ICML 2014 Outlier Path: A Homotopy Algorithm for Robust SVM ICML 2014 RAAM: The Benefits of Robustness in Approximating Aggregated MDPs in Reinforcement Learning NeurIPS 2014 Robust Near-Separable Nonnegative Matrix Factorization Using Linear Optimization JMLR 2014 Data-driven Distributionally Robust Polynomial Optimization NeurIPS 2013 Ellipsoidal Multiple Instance Learning ICML 2013 Machine Learning with Operational Costs JMLR 2013 Online Robust Dictionary Learning CVPR 2013 Regret based Robust Solutions for Uncertain Markov Decision Processes NeurIPS 2013 Reinforcement Learning in Robust Markov Decision Processes NeurIPS 2013 Robust Data-Driven Dynamic Programming NeurIPS 2013 Robust Dictionary Learning by Error Source Decomposition ICCV 2013 Robust Spatial Filtering with Beta Divergence NeurIPS 2013 Robust Subspace Clustering via Half-Quadratic Minimization ICCV 2013 Semi-supervised Robust Dictionary Learning via Efficient l-Norms Minimization ICCV 2013 Efficient Methods for Robust Classification Under Uncertainty in Kernel Matrices JMLR 2012 Robustness and risk-sensitivity in Markov decision processes NeurIPS 2012 Statistical Optimization in High Dimensions AISTATS 2012 Distributionally Robust Markov Decision Processes NeurIPS 2010 Learning via Gaussian Herding NeurIPS 2010 Sufficient Conditions for Generating Group Level Sparsity in a Robust Minimax Framework NeurIPS 2010