論文

査読有り
2011年1月

Learning From Humans: Agent Modeling With Individual Human Behaviors

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS
  • Hiromitsu Hattori
  • ,
  • Yuu Nakajima
  • ,
  • Toru Ishida

41
1
開始ページ
1
終了ページ
9
記述言語
英語
掲載種別
研究論文(学術雑誌)
DOI
10.1109/TSMCA.2010.2055152
出版者・発行元
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC

Multiagent-based simulation (MABS) is a very active interdisciplinary area bridging multiagent research and social science. The key technology to conduct truly useful MABS is agent modeling for reproducing realistic behaviors. In order to make agent models realistic, it seems natural to learn from human behavior in the real world. The challenge presented in this paper is to obtain an individual behavior model by using participatory modeling in the traffic domain. We show a methodology that can elicit prior knowledge for explaining human driving behavior in specific environments, and then construct a driving behavior model based on the set of prior knowledge. In the real world, human drivers often perform unintentional actions, and occasionally, they have no logical reason for their actions. In these cases, we cannot rely on prior knowledge to explain them. We are forced to construct a behavior model with an insufficient amount of knowledge to reproduce the driving behavior. To construct such individual driving behavior model, we take the approach of using knowledge from others to complement the lack of knowledge from the target. To clarify that the behavior model including prior knowledge from others offers individuality in driving behavior, we experimentally confirm that the driving behaviors reproduced by the hybrid model correlate reasonably well with human behavior.

Web of Science ® 被引用回数 : 38

リンク情報
DOI
https://doi.org/10.1109/TSMCA.2010.2055152
J-GLOBAL
https://jglobal.jst.go.jp/detail?JGLOBAL_ID=201102239427798332
CiNii Articles
http://ci.nii.ac.jp/naid/120002661538
Scopus
https://www.scopus.com/record/display.uri?eid=2-s2.0-78349311743&origin=inward
Web of Science
https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=JSTA_CEL&SrcApp=J_Gate_JST&DestLinkType=FullRecord&KeyUT=WOS:000284095400001&DestApp=WOS_CPL
URL
http://dblp.uni-trier.de/db/journals/tsmc/tsmca41.html#journals/tsmc/HattoriNI11