Risk Management

Patient Risk Stratification with Time-Varying Parameters: A Multitask Learning Approach JMLR 2016 Provably manipulation-resistant reputation systems COLT 2016 Quantifying Uncertainty in Random Forests via Confidence Intervals and Hypothesis Tests JMLR 2016 Realizing the Fault-Tolerance Promise of Cloud Storage Using Locks with Intent OSDI 2016 Robust Random Cut Forest Based Anomaly Detection on Streams ICML 2016 The Factorized Self-Controlled Case Series Method: An Approach for Estimating the Effects of Many Drugs on Many Outcomes JMLR 2016 Adversarial Prediction Games for Multivariate Losses NeurIPS 2015 Learning the dependence structure of rare events: a non-asymptotic study COLT 2015 Market Scoring Rules Act As Opinion Pools For Risk-Averse Agents NeurIPS 2015 Policy Gradient for Coherent Risk Measures NeurIPS 2015 Risk-Sensitive and Robust Decision-Making: a CVaR Optimization Approach NeurIPS 2015 Robust Portfolio Optimization NeurIPS 2015 The Ladder: A Reliable Leaderboard for Machine Learning Competitions ICML 2015 Algorithms for CVaR Optimization in MDPs NeurIPS 2014 Condensed Filter Tree for Cost-Sensitive Multi-Label Classification ICML 2014 Detecting Click Fraud in Online Advertising: A Data Mining Approach JMLR 2014 Improving offline evaluation of contextual bandit algorithms via bootstrapping techniques ICML 2014 Predicting Failures of Vision Systems CVPR 2014 Resourceful Contextual Bandits COLT 2014 Taming the Monster: A Fast and Simple Algorithm for Contextual Bandits ICML 2014 Actor-Critic Algorithms for Risk-Sensitive MDPs NeurIPS 2013 DYNACARE: Dynamic Cardiac Arrest Risk Estimation AISTATS 2013 Learning Connections in Financial Time Series ICML 2013 Machine Learning with Operational Costs JMLR 2013 Regret based Robust Solutions for Uncertain Markov Decision Processes NeurIPS 2013