TY - GEN
T1 - Utility-based plan recognition
T2 - 6th International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS'07
AU - Avrahami-Zilberbrand, Dorit
AU - Kaminka, Gal A.
PY - 2007
Y1 - 2007
N2 - Plan recognition is the process of inferring other agents' plans and goals based on their observable actions. Essentially all previous work in plan recognition has focused on the recognition process itself, with no regard to the use of the information in the recognizing agent. As a result, low-likelihood recognition hypotheses that may imply significant meaning to the observer, are ignored in existing work. In this paper, we present novel efficient algorithms that allows the observer to incorporate her own biases and preferences - -in the form of a utility function - -into the plan recognition process. This allows choosing recognition hypotheses based on their expected utility to the observer. We call this Utility-based Plan Recognition (UPR). We briefly discuss a hybrid symbolic decision-theoretic plan recognizer, and demonstrate the efficacy of this approach in an example.
AB - Plan recognition is the process of inferring other agents' plans and goals based on their observable actions. Essentially all previous work in plan recognition has focused on the recognition process itself, with no regard to the use of the information in the recognizing agent. As a result, low-likelihood recognition hypotheses that may imply significant meaning to the observer, are ignored in existing work. In this paper, we present novel efficient algorithms that allows the observer to incorporate her own biases and preferences - -in the form of a utility function - -into the plan recognition process. This allows choosing recognition hypotheses based on their expected utility to the observer. We call this Utility-based Plan Recognition (UPR). We briefly discuss a hybrid symbolic decision-theoretic plan recognizer, and demonstrate the efficacy of this approach in an example.
UR - http://www.scopus.com/inward/record.url?scp=60349085743&partnerID=8YFLogxK
U2 - 10.1145/1329125.1329392
DO - 10.1145/1329125.1329392
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AN - SCOPUS:60349085743
SN - 9788190426275
T3 - Proceedings of the International Conference on Autonomous Agents
SP - 858
EP - 860
BT - AAMAS'07 - Proceedings of the 6th International Joint Conference on Autonomous Agents and Multiagent Systems
Y2 - 14 May 2008 through 18 May 2008
ER -