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2012

Strategic Advice Provision in Repeated Human-Agent Interactions

6 years 7 months ago
Strategic Advice Provision in Repeated Human-Agent Interactions
This paper addresses the problem of automated advice provision in settings that involve repeated interactions between people and computer agents. This problem arises in many real world applications such as route selection systems and office assistants. To succeed in such settings agents must reason about how their actions in the present influence people’s future actions. This work models such settings as a family of repeated bilateral games of incomplete information called “choice selection processes”, in which players may share certain goals, but are essentially self-interested. The paper describes several possible models of human behavior that were inspired by behavioral economic theories of people’s play in repeated interactions. These models were incorporated into several agent designs to repeatedly generate offers to people playing the game. These agents were evaluated in extensive empirical investigations including hundreds of subjects that interacted with computers in...
Amos Azaria, Zinovi Rabinovich, Sarit Kraus, Claud
Added 29 Sep 2012
Updated 29 Sep 2012
Type Journal
Year 2012
Where AAAI
Authors Amos Azaria, Zinovi Rabinovich, Sarit Kraus, Claudia V. Goldman, Ya'akov Gal
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