Simulating human-like decisions in a memory-based agent model

被引:0
作者
Yu Zhang
Jason Leezer
机构
[1] Trinity University,Department of Computer Science
[2] Pervasive Software,undefined
来源
Computational and Mathematical Organization Theory | 2010年 / 16卷
关键词
Agent-based modeling and simulation; Intuition; Bounded rationality; Q-learning; Ultimatum game; Sequential bargaining game;
D O I
暂无
中图分类号
学科分类号
摘要
Agent-based models have been used to simulate complex social systems in many domains. Historically research in agent decision-making has been performed with the goal of creating an agent who acts rational. However, experimental economics has shown that human beings do not always make rational decisions. Based on Kahneman and Tversky’s descriptive theory, this paper proposes a computational agent-based model of human-like intuitive decisions and bounded rationality. A series of experiments are conducted to evaluate the concept, the model and their impacts on endowing agents with human-like decisions. Our experiments show that a selfish agent defers from the strategy of the rational agent and is more similar to human strategy.
引用
收藏
页码:373 / 399
页数:26
相关论文
共 60 条
  • [1] Ahn BS(2006)Multiattributed decision aid with extended ISMAUT IEEE Trans Syst Man Cybern, Part A, Syst Humans 36 507-520
  • [2] Boutilier C(2004)CP-nets: a tool for representing and reasoning with conditional ceteris paribus preference statements J Artif Intell Res 21 135-191
  • [3] Brafman RI(1998)Experience-weighted attraction learning in coordination games: probability rules, heterogeneity, and time-variation J Math Psychol 42 305-326
  • [4] Domshlak C(2006)BioWar: scalable agent-based model of bioattacks IEEE Trans Syst Man Cybern, Part A 36 252-265
  • [5] Hoos HH(2008)Replanning mechanism for deliberative agents in dynamic changing environments Comput Intell 24 77-107
  • [6] Poole D(1931)Probabilism: a critical essay on the theory of probability and on the value of science Erkenntnis 31 643-669
  • [7] Camerer CF(1961)Risk, ambiguity, and the savage axioms Q J Econ 75 643-669
  • [8] Ho Th(1991)Dividing a shrinking pie: an experimental study of strikes in bargaining games with complete information Res. Exp. Econ 81 253-278
  • [9] Carley K(2010)Model driven development and simulations with the INGENIAS agent framework Simul Modell Pract Theory 18 1468-1482
  • [10] Fridsma DB(2002)Two competing models of how people learn in games Econometrica 70 2141-2166