Reinforcement Learning

Reinforcement Learning 1 - Domain Representation
[syn]  22 views, 00:23:35 An Object-Oriented Representation for Efficient Reinforcement Learning Carlos Diuk	[syn]  21 views, 00:26:14 Hierarchical Model-Based Reinforcement Learning Nicholas Jong	[syn]  9 views, 00:22:45 On the Hardness of Finding Symmetries in Markov Decision Processes Balaraman Ravindran	[syn]  11 views, 00:24:34 Reinforcement Learning in the Presence of Rare Events Jordan Frank
Reinforcement Learning 2 - Value Representation and Online Learning
[syn]  15 views, 00:25:00 Online Kernel Selection for Bayesian Reinforcement Learning Joseph Reisinger	[syn]  10 views, 00:22:01 On-line Discovery of Temporal-Difference Networks Takaki Makino	[syn]  13 views, 00:18:42 Prediction with Expert Advice for the Brier Game Fedor Zhdanov
Reinforcement Learning 3
[syn]  13 views, 00:28:40 Non-Parametric Policy Gradients: A Unified Treatment of Propositional and Relational Domains Kurt Driessens	[syn]  21 views, 00:23:09 Space-indexed Dynamic Programming: Learning to Follow Trajectories J. Zico Kolter	[syn]  11 views, 00:27:38 Privacy-Preserving Reinforcement Learning Jun Sakuma	[syn]  10 views, 00:18:21 Learning All Optimal Policies with Multiple Criteria Leon Barrett
Reinforcement Learning 4 - Active Learning
28 views, 00:25:11 Active Reinforcement Learning Arkady Epshteyn	[syn]  49 views, 00:19:59 Reinforcement Learning with Limited Reinforcement: Using Bayes Risk for Active Learning in POMDPs Finale Doshi	[syn]  15 views, 00:24:33 The Many Faces of Optimism: a Unifying Approach Istvan Szita	[syn]  15 views, 00:29:27 Transfer of Samples in Batch Reinforcement Learning Alessandro Lazaric
[syn]  9 views, 00:24:13 Exploration Scavenging Alexander Strehl
Reinforcement Learning 5
[syn]  27 views, 00:26:11 An Analysis of Linear Models, Linear Value-Function Approximation, and Feature Selection for Reinforcement Learning Ronald Parr	[syn]  30 views, 00:19:04 An Analysis of Reinforcement Learning with Function Approximation Francisco Melo	[syn]  28 views, 00:24:41 Apprenticeship Learning Using Linear Programming Umar Syed	[syn]  22 views, 00:24:32 Preconditioned Temporal Difference Learning Hengshuai Yao
Reinforcement Learning 6
[syn]  17 views, 00:27:58 Automatic Discovery and Transfer of MAXQ Hierarchies Neville Mehta	[syn]  10 views, 00:22:16 Sample-Based Learning and Search with Permanent and Transient Memories David Silver	[syn]  17 views, 00:28:04 Efficiently Learning Linear-Linear Exponential Family Predictive Representations of State Satinder Singh	[syn]  36 views, 00:27:03 A Semi-parametric Statistical Approach to Model-free Policy Evaluation Tsuyoshi Ueno