Lecture Notes in Computer Science, 2005, Volume 3276/2005, 636-644, DOI: 10.1007/978-3-540-32256-6_61

The UT Austin Villa 2003 Champion Simulator Coach: A Machine Learning Approach

Gregory Kuhlmann, Peter Stone and Justin Lallinger

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Abstract

The UT Austin Villa 2003 simulated online soccer coach was a first time entry in the RoboCup Coach Competition. In developing the coach, the main research focus was placed on treating advice-giving as a machine learning problem. Competing against a field of mostly hand-coded coaches, the UT Austin Villa coach earned first place in the competition. In this paper, we present the multi-faceted learning strategy that our coach used and examine which aspects contributed most to the coach’s success.

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