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Applying goal-driven autonomy to starcraft

Publication ,  Conference
Weber, BG; Mateas, M; Jhala, A
Published in: Proceedings of the 6th Aaai Conference on Artificial Intelligence and Interactive Digital Entertainment Aiide 2010
December 1, 2010

One of the main challenges in game AI is building agents that can intelligently react to unforeseen game situations. In real-Time strategy games, players create new strategies and tactics that were not anticipated during development. In order to build agents capable of adapting to these types of events, we advocate the development of agents that reason about their goals in response to unanticipated game events. This results in a decoupling between the goal selection and goal execution logic in an agent. We present a reactive planning implementation of the Goal-Driven Autonomy conceptual model and demonstrate its application in StarCraft. Our system achieves a win rate of 73% against the builtin AI and outranks 48% of human players on a competitive ladder server. Copyright © 2010, Association for the Advancement of Artificial.

Duke Scholars

Published In

Proceedings of the 6th Aaai Conference on Artificial Intelligence and Interactive Digital Entertainment Aiide 2010

Publication Date

December 1, 2010

Start / End Page

101 / 106
 

Citation

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Weber, B. G., Mateas, M., & Jhala, A. (2010). Applying goal-driven autonomy to starcraft. In Proceedings of the 6th Aaai Conference on Artificial Intelligence and Interactive Digital Entertainment Aiide 2010 (pp. 101–106).
Weber, B. G., M. Mateas, and A. Jhala. “Applying goal-driven autonomy to starcraft.” In Proceedings of the 6th Aaai Conference on Artificial Intelligence and Interactive Digital Entertainment Aiide 2010, 101–6, 2010.
Weber BG, Mateas M, Jhala A. Applying goal-driven autonomy to starcraft. In: Proceedings of the 6th Aaai Conference on Artificial Intelligence and Interactive Digital Entertainment Aiide 2010. 2010. p. 101–6.
Weber, B. G., et al. “Applying goal-driven autonomy to starcraft.” Proceedings of the 6th Aaai Conference on Artificial Intelligence and Interactive Digital Entertainment Aiide 2010, 2010, pp. 101–06.
Weber BG, Mateas M, Jhala A. Applying goal-driven autonomy to starcraft. Proceedings of the 6th Aaai Conference on Artificial Intelligence and Interactive Digital Entertainment Aiide 2010. 2010. p. 101–106.

Published In

Proceedings of the 6th Aaai Conference on Artificial Intelligence and Interactive Digital Entertainment Aiide 2010

Publication Date

December 1, 2010

Start / End Page

101 / 106