← Application Areas
Machine Learning › Application Areas ›

Risk Management

1053 directly classified papers

Papers per year

Papers

Taming the Monster: A Fast and Simple Algorithm for Contextual Bandits ICML 2014
Resourceful Contextual Bandits COLT 2014
Algorithms for CVaR Optimization in MDPs NIPS 2014
Detecting Click Fraud in Online Advertising: A Data Mining Approach JMLR 2014
Actor-Critic Algorithms for Risk-Sensitive MDPs NIPS 2013
DYNACARE: Dynamic Cardiac Arrest Risk Estimation AISTATS 2013
Temporal Difference Methods for the Variance of the Reward To Go ICML 2013
Machine Learning with Operational Costs JMLR 2013
Learning Connections in Financial Time Series ICML 2013
Regret based Robust Solutions for Uncertain Markov Decision Processes NIPS 2013
Optimization of Temporal Dynamics for Adaptive Human-Robot Interaction in Assembly Manufacturing RSS 2012
Variational Bayesian Optimization for Runtime Risk-Sensitive Control RSS 2012
Local Anomaly Detection AISTATS 2012
Robustness and risk-sensitivity in Markov decision processes NIPS 2012
Discriminative Mixtures of Sparse Latent Fields for Risk Management AISTATS 2012
Robust Multi-task Regression with Grossly Corrupted Observations AISTATS 2012
Risk-Aversion in Multi-armed Bandits NIPS 2012
Tractable Objectives for Robust Policy Optimization NIPS 2012
Risk Aversion in Markov Decision Processes via Near Optimal Chernoff Bounds NIPS 2012
Neyman-Pearson classification under a strict constraint COLT 2011
Neyman-Pearson Classification, Convexity and Stochastic Constraints JMLR 2011
Global seismic monitoring as probabilistic inference NIPS 2010
Throttling Poisson Processes NIPS 2010
A General Projection Property for Distribution Families NIPS 2009
Estimating Robust Query Models with Convex Optimization NIPS 2008