Risk Management

Temporal Difference Methods for the Variance of the Reward To Go ICML 2013 Discriminative Mixtures of Sparse Latent Fields for Risk Management AISTATS 2012 Local Anomaly Detection AISTATS 2012 Optimization of Temporal Dynamics for Adaptive Human-Robot Interaction in Assembly Manufacturing RSS 2012 Risk Aversion in Markov Decision Processes via Near Optimal Chernoff Bounds NeurIPS 2012 Risk-Aversion in Multi-armed Bandits NeurIPS 2012 Robust Multi-task Regression with Grossly Corrupted Observations AISTATS 2012 Robustness and risk-sensitivity in Markov decision processes NeurIPS 2012 Tractable Objectives for Robust Policy Optimization NeurIPS 2012 Variational Bayesian Optimization for Runtime Risk-Sensitive Control RSS 2012 Neyman-Pearson Classification, Convexity and Stochastic Constraints JMLR 2011 Neyman-Pearson classification under a strict constraint COLT 2011 Global seismic monitoring as probabilistic inference NeurIPS 2010 Throttling Poisson Processes NeurIPS 2010 A General Projection Property for Distribution Families NeurIPS 2009 Estimating Robust Query Models with Convex Optimization NeurIPS 2008 Anytime Induction of Cost-sensitive Trees NeurIPS 2007 Augmented Functional Time Series Representation and Forecasting with Gaussian Processes NeurIPS 2007 Handling Advertisements of Unknown Quality in Search Advertising NeurIPS 2006