Advice provision for choice selection processes with ranked options

Amos Azaria, Ya'akov Gal, Claudia V. Goldman, Sarit Kraus

פרסום מחקרי: פרק בספר / בדוח / בכנספרסום בספר כנסביקורת עמיתים

תקציר

Choice selection processes are a family of bilateral games of incomplete information in which a computer agent generates advice for a human user while considering the effect of the advice on the user's behavior in future interactions. The human and the agent may share certain goals, but are essentially self-interested. This paper extends selection processes to settings in which the actions available to the human are ordered and thus the user may be influenced by the advice even though he doesn't necessarily follow it exactly. In this work we also consider the case in which the user obtains some observation on the sate of the world. We propose several approaches to model human decision making in such settings. We incorporate these models into two optimization techniques for the agent advice provision strategy. In the first one the agent used a social utility approach which considered the benefits and costs for both agent and person when making suggestions. In the second approach we simplified the human mode! in order to allow modeling and solving the agent strategy as an MDP. In an empirical evaluation involving human users on AMT, we showed that the social utility approach sig-nificantly outperformed the MDP approach.

שפה מקוריתאנגלית
כותר פרסום המארחProceedings of the National Conference on Artificial Intelligence
מוציא לאורAI Access Foundation
עמודים3096-3097
מספר עמודים2
מסת"ב (אלקטרוני)9781577356806
סטטוס פרסוםפורסם - 2014
פורסם באופן חיצוניכן
אירוע28th AAAI Conference on Artificial Intelligence, AAAI 2014, 26th Innovative Applications of Artificial Intelligence Conference, IAAI 2014 and the 5th Symposium on Educational Advances in Artificial Intelligence, EAAI 2014 - Quebec City, קנדה
משך הזמן: 27 יולי 201431 יולי 2014

סדרות פרסומים

שםProceedings of the National Conference on Artificial Intelligence
כרך4

כנס

כנס28th AAAI Conference on Artificial Intelligence, AAAI 2014, 26th Innovative Applications of Artificial Intelligence Conference, IAAI 2014 and the 5th Symposium on Educational Advances in Artificial Intelligence, EAAI 2014
מדינה/אזורקנדה
עירQuebec City
תקופה27/07/1431/07/14

טביעת אצבע

להלן מוצגים תחומי המחקר של הפרסום 'Advice provision for choice selection processes with ranked options'. יחד הם יוצרים טביעת אצבע ייחודית.

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