Stephane Ross
- A Reduction of Imitation Learning and Structured Prediction to No-Regret Online Learning
2010/11/02 by Stéphane Ross, Stephane Ross, Geoffrey J. Gordon +4 · 2 voices · 671 citations
Computer Science · Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #Machine Learning and Algorithms #Reinforcement Learning in Robotics #cs.AI #cs.LG #stat.ML
- Reinforcement and Imitation Learning via Interactive No-Regret Learning
2014/06/23 by Stephane Ross, Stéphane Ross, Ross, Stephane +2 · 53 citations
Computer Science · Decision Sciences · Mathematics · #Adaptive Dynamic Programming Control #Advanced Bandit Algorithms Research #Reinforcement Learning in Robotics #cs.LG #stat.ML
- Model-Based Bayesian Reinforcement Learning in Large Structured Domains
2012/06/13 by Stéphane Ross, Stephane Ross, Joelle Pineau +3 · 6 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Fault Detection and Control Systems #Reinforcement Learning in Robotics #cs.AI
- Learning Policies for Contextual Submodular Prediction
2013/05/11 by Stephane Ross, Stéphane Ross, Ross, Stephane +9 · 2 citations
Computer Science · Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification #cs.LG #stat.ML
- Normalized Online Learning
2013/05/28 by Stephane Ross, Ross, Stephane, Paul Mineiro +3 · 1 citation
Computer Science · Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #cs.LG #stat.ML
- Stability Conditions for Online Learnability
2011/08/16 by Stephane Ross, Stéphane Ross, Ross, Stephane +2 · 1 citation
Computer Science · Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #cs.LG #stat.ML