CAPIR: Collaborative Action Planning with Intention Recognition

Autor:	Truong-Huy Nguyen, David Hsu, Wee-Sun Lee, Tze-Yun Leong, Leslie Kaelbling, Tomas Lozano-Perez, Andrew Grant
Rok vydání:	2011
Zdroj:	Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment. 7:61-66
ISSN:	2334-0924 2326-909X
Popis:	We apply decision theoretic techniques to construct non-player characters that are able to assist a human player in collaborative games. The method is based on solving Markov decision processes, which can be difficult when the game state is described by many variables. To scale to more complex games, the method allows decomposition of a game task into subtasks, each of which can be modelled by a Markov decision process. Intention recognition is used to infer the subtask that the human is currently performing, allowing the helper to assist the human in performing the correct task. Experiments show that the method can be effective, giving near-human level performance in helping a human in a collaborative game.
Databáze:	OpenAIRE
Externí odkaz:	https://explore.openaire.eu/search/publication?articleId=doi_________::d6df4b512989d00f5dc73fac7e72cc96 https://doi.org/10.1609/aiide.v7i1.12425 Zobrazit plný text záznamu