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Gregory Kuhlmann, Peter Stone, and Justin Lallinger. The UT Austin Villa 2003 Champion Simulator Coach: A Machine Learning Approach. February 2004. Under Review.
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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.
@misc(RoboCup04-greg,
author="Gregory Kuhlmann and Peter Stone and Justin Lallinger",
title="The {UT} {A}ustin {V}illa 2003 Champion Simulator Coach: A Machine
Learning Approach",
note="Under Review. ",
month="February",year="2004",
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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