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robust optimization

306 papers

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Also known as

RO DYRO

Co-occurring keywords

adversarial training (1261) adversarial robustness (1335) markov decision process (788) adversarial learning (1592) adversarial attack (1599) neural network (6616) reinforcement learning (4122) outlier detection (318) robust markov decision process (29) policy optimization (630)

Papers

Robust Trajectory Optimization Under Frictional Contact with Iterative Learning RSS 2015
Intersecting Faces: Non-negative Matrix Factorization With New Guarantees ICML 2015
Robust Portfolio Optimization NIPS 2015
RAAM: The Benefits of Robustness in Approximating Aggregated MDPs in Reinforcement Learning NIPS 2014
Outlier Path: A Homotopy Algorithm for Robust SVM ICML 2014
Robust Near-Separable Nonnegative Matrix Factorization Using Linear Optimization JMLR 2014
On Robustness and Regularization of Structural Support Vector Machines ICML 2014
Global Optimization Methods for Extended Fisher Discriminant Analysis AISTATS 2014
Machine Learning with Operational Costs JMLR 2013
Semi-supervised Robust Dictionary Learning via Efficient l-Norms Minimization ICCV 2013
Robust Spatial Filtering with Beta Divergence NIPS 2013
Ellipsoidal Multiple Instance Learning ICML 2013
Regret based Robust Solutions for Uncertain Markov Decision Processes NIPS 2013
Robust Data-Driven Dynamic Programming NIPS 2013
Reinforcement Learning in Robust Markov Decision Processes NIPS 2013
Online Robust Dictionary Learning CVPR 2013
Robust Dictionary Learning by Error Source Decomposition ICCV 2013
Robust Subspace Clustering via Half-Quadratic Minimization ICCV 2013
Efficient Methods for Robust Classification Under Uncertainty in Kernel Matrices JMLR 2012
Robustness and risk-sensitivity in Markov decision processes NIPS 2012
Statistical Optimization in High Dimensions AISTATS 2012
Sufficient Conditions for Generating Group Level Sparsity in a Robust Minimax Framework NIPS 2010
Distributionally Robust Markov Decision Processes NIPS 2010
Learning via Gaussian Herding NIPS 2010
Robustness and Regularization of Support Vector Machines JMLR 2009