Learning Driving Tasks in a Racing Game Using Reinforcement Learning

[1]  John E. Laird,et al.  Learning procedural knowledge through observation , 2001, K-CAP '01.

[2]  Risto Miikkulainen,et al.  Real-time neuroevolution in the NERO video game , 2005, IEEE Transactions on Evolutionary Computation.

[3]  Sushil J. Louis,et al.  Using a genetic algorithm to tune first-person shooter bots , 2004, Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No.04TH8753).

[4]  John Levine,et al.  An evolutionary approach for interactive computer games , 2004, Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No.04TH8753).

[5]  Julian Togelius,et al.  Evolving robust and specialized car racing skills , 2006, 2006 IEEE International Conference on Evolutionary Computation.

[6]  Julian Togelius,et al.  Arms Races and Car Races , 2006, PPSN.

[7]  Richard S. Sutton,et al.  Reinforcement Learning: An Introduction , 1998, IEEE Trans. Neural Networks.

[8]  Jing Peng,et al.  Efficient Learning and Planning Within the Dyna Framework , 1993, Adapt. Behav..

[9]  Risto Miikkulainen,et al.  Evolving Neural Networks to Play Go , 2004, Applied Intelligence.

[10]  Julian Togelius,et al.  Evolving controllers for simulated car racing , 2005, 2005 IEEE Congress on Evolutionary Computation.

[11]  Sung-Bae Cho,et al.  Evolution of emergent behaviors for shooting game characters in Robocode , 2004, Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No.04TH8753).

[12]  Andrew W. Moore,et al.  Reinforcement Learning: A Survey , 1996, J. Artif. Intell. Res..

[13]  D.B. Fogel,et al.  A self-learning evolutionary chess program , 2004, Proceedings of the IEEE.

[14]  Oliver Kramer,et al.  Evolution of Human-Competitive Agents in Modern Computer Games , 2006, 2006 IEEE International Conference on Evolutionary Computation.

[15]  David B. Fogel,et al.  A platform for evolving characters in competitive games , 2004, Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No.04TH8753).

[16]  Risto Miikkulainen,et al.  Neuroevolution for adaptive teams , 2003, The 2003 Congress on Evolutionary Computation, 2003. CEC '03..

[17]  Pierre Geurts,et al.  Tree-Based Batch Mode Reinforcement Learning , 2005, J. Mach. Learn. Res..

[18]  Manuela M. Veloso,et al.  Layered Learning , 2000, ECML.

[19]  Arthur L. Samuel,et al.  Some studies in machine learning using the game of checkers , 2000, IBM J. Res. Dev..

[20]  Richard S. Sutton,et al.  Reinforcement learning with replacing eligibility traces , 2004, Machine Learning.

[21]  Marcus Gallagher,et al.  Learning to play Pac-Man: an evolutionary, rule-based approach , 2003, The 2003 Congress on Evolutionary Computation, 2003. CEC '03..

[22]  Ian C. Parmee,et al.  Towards the support of innovative conceptual design through interactive designer/evolutionary computing strategies , 2000, Artificial Intelligence for Engineering Design, Analysis and Manufacturing.

[23]  Robert McCartney,et al.  Generating war game strategies using a genetic algorithm , 2002, Proceedings of the 2002 Congress on Evolutionary Computation. CEC'02 (Cat. No.02TH8600).

[24]  Jing Peng,et al.  Incremental multi-step Q-learning , 1994, Machine Learning.

[25]  Michael I. Jordan,et al.  MASSACHUSETTS INSTITUTE OF TECHNOLOGY ARTIFICIAL INTELLIGENCE LABORATORY and CENTER FOR BIOLOGICAL AND COMPUTATIONAL LEARNING DEPARTMENT OF BRAIN AND COGNITIVE SCIENCES , 1996 .

[26]  Benjamin Geisler,et al.  An Empirical Study of Machine Learning Algorithms Applied to Modeling Player Behavior in a "First Person Shooter" Video Game , 2002 .

[27]  Peter Dayan,et al.  Technical Note: Q-Learning , 2004, Machine Learning.

[28]  Alex M. Andrew,et al.  Reinforcement Learning: : An Introduction , 1998 .

[29]  Pattie Maes,et al.  Explore/Exploit Strategies in Autonomy , 1996 .

[30]  Ben J. A. Kröse,et al.  Learning from delayed rewards , 1995, Robotics Auton. Syst..

[31]  Larry D. Pyeatt,et al.  Learning to Race: Experiments with a Simulated Race Car , 1998, FLAIRS.

[32]  Shin Ishii,et al.  Strategy Acquisition for the Game "Othello" Based on Reinforcement Learning , 1999, ICONIP.

[33]  Risto Miikkulainen,et al.  Evolving a Roving Eye for Go , 2004, GECCO.