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Patrick Riley and Manuela Veloso. Towards
Behavior Classification: A Case Study in Robotic Soccer. In Proceedings of the Seventeenth National Conference
on Artificial Intelligence (AAAI-2000), pp. 1092, AAAI Press, 2000.
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Increasingly in domains with multiple intelligent agents, each agent must be able to identify what the other agents are doing. This is especially important when there are adversarial agents inferring with the accomplishment of goals. Once identified, the agents can then respond to recent strategies and adapt to improve performance. We present an approach to doing adaptation which relies on classification of the current adversary into predefined adversary classes. For feature extraction, we present a windowing technique to abstract useful but not overly complicated features. The feature extraction and classification steps are fully implemented in the domain of simulated robotic soccer, and experimental results are presented.
@InProceedings{AAAI-StudentAbstract-AdvClass,
author = "Patrick Riley and Manuela Veloso",
title = "Towards Behavior Classification: A Case Study in
Robotic Soccer",
booktitle = aaai2000,
year = 2000,
publisher = "AAAI Press",
wwwnote = {<a href="http://www.aaai.org">AAAI Homepage</a>},
pages = {1092},
abstract = {Increasingly in domains with multiple intelligent
agents, each agent must be able to identify what the
other agents are doing. This is especially important
when there are adversarial agents inferring with the
accomplishment of goals. Once identified, the agents
can then respond to recent strategies and adapt to
improve performance. We present an approach to doing
adaptation which relies on classification of the
current adversary into predefined adversary
classes. For feature extraction, we present a
windowing technique to abstract useful but not
overly complicated features. The feature extraction
and classification steps are fully implemented in
the domain of simulated robotic soccer, and
experimental results are presented. },
bib2html_pubtype = {Refereed Conference},
bib2html_rescat = {Opponent and Teammate Modeling},
bib2html_funding = {CoABS,ActiveTemplates},
}
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