文章基本信息

标题：Experimental Investigation of Human Adaptation to Change in Agent's Strategy through a Competitive Two-Player Game
本地全文：下载
作者：Kazunori Terada ; Seiji Yamada ; Akira Ito 等
期刊名称：人工知能学会論文誌
印刷版ISSN：1346-0714
电子版ISSN：1346-8030
出版年度：2012
卷号：27
期号：2
页码：73-81
DOI：10.1527/tjsai.27.73
出版社：The Japanese Society for Artificial Intelligence
摘要：We conducted an experimental investigation on human adaptation to change in an agent's strategy through a competitive two-player game. Modeling the process of human adaptation to agents is important for designing intelligent interface agents and adaptive user interfaces that learn a user's preferences and behavior strategy. However, few studies on human adaptation to such an agent have been done. We propose a human adaptation model for a two-player game. We prepared an on-line experimental system in which a participant and an agent play a repeated penny-matching game with a bonus round. We then conducted experiments in which different opponent agents (human or robot) change their strategy during the game. The experimental results indicated that, as expected, there is an adaptation phase when a human is confronted with a change in the opponent agent's strategy, and adaptation is faster when a human is competing with robot than with another human.
关键词：HAI(Human-Agent Interaction) ; human adaptation ; competitive two-player game ; intentional stance