reinforcement learning applications

• Reinforcement Learning in Robotics: A Survey. Jens Kober, J. Andrew Bagnell, Jan Peters. pdf

• Reinforcement Learning in Robotics: Applications and Real-World Challenges. Petar Kormushev, Sylvain Calinon and Darwin G. Caldwell pdf

• Inverted autonomous helicopter flight via reinforcement learning, by Andrew Y. Ng, Adam Coates, Mark Diel, Varun Ganapathi, Jamie Schulte, Ben Tse, Eric Berger and Eric Liang. In International Symposium on Experimental Robotics, 2004. pdf

• Playing Atari with Deep Reinforcement Learning. Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Alex Graves, Ioannis Antonoglou, Daan Wierstra, Martin Riedmiller. [pdf] (https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf)

• Scaling Model-Based Average-Reward Reinforcement Learning for Product Delivery. Scott Proper and Prasad Tadepalli. pdf

• Learning to Trade pdf

• Elevator Group Control Using Multiple Reinforcement Learning Agents, ROBERT H. CRITES, ANDREW G. BARTO, Machine Learning, 33, 235–262 (1998), pdf

• Multi-agent Reinforcement Learning for Traffic Light Control. Marco Weiring, ICML, 2000. pdf

• A novel multi-agent reinforcement learning approach for job scheduling in Grid computing, J Wu, X Xu, P Zhang, C Liu, 2011 [pdf](A novel multi-agent reinforcement learning approach for job scheduling in Grid computing)

• Learning competitive pricing strategies by multi-agent reinforcement learning, E Kutschinski, T Uthmann, D Polani - Journal of Economic Dynamics and finance, Erich Kutschinskia, , , Thomas Uthmannb, , Daniel Polani, 2003. html link

• Multi-agent patrolling with reinforcement learning,Hugo Santana, Geber Ramalho, Vincent Corruble, Bohdana Ratitch, AAMAS, 2004. pdf

• Reinforcement Learning for RoboCup-Soccer Keepaway, Peter Stone, Richard S. Sutton, and Gregory Kuhlmann. Adaptive Behavior, 2005. pdf

• Multiagent Reinforcement Learning for Urban Traffic Control using Coordination Graphs. Lior Kuyer, Shimon Whiteson, Bram Bakker, and Nikos Vlassis pdf

• Traffic Light Control by Multiagent Reinforcement Learning Systems. Bram Bakker and Shimon Whiteson and Leon J.H.M. Kester and Frans C.A. Groen pdf