Schuster, Stephan (2009): An Algorithm for the Simulation of Bounded Rational Agents.
This is the latest version of this item.
Preview |
PDF
MPRA_paper_19683.pdf Download (232kB) | Preview |
Abstract
Non-classical models of economic behaviour, usually summarised under the notion of 'Bounded Rationality' criticise the assumptions of the standard economic model - hyperrationality, perfect and costless information, and unlimited mental processing capabilities. However, alternative approaches have either remained very simple or purely descriptive. Here, a computational approach is presented based on Simon's concept of bounded rationality and satisficing as a compromise between the oversimplification of analytical and the descriptiveness of rich cognitive models.
Item Type: | MPRA Paper |
---|---|
Original Title: | An Algorithm for the Simulation of Bounded Rational Agents |
Language: | English |
Keywords: | agent based modelling, bounded rationality, reinforcement learning, rule extraction |
Subjects: | C - Mathematical and Quantitative Methods > C6 - Mathematical Methods ; Programming Models ; Mathematical and Simulation Modeling > C63 - Computational Techniques ; Simulation Modeling D - Microeconomics > D8 - Information, Knowledge, and Uncertainty > D83 - Search ; Learning ; Information and Knowledge ; Communication ; Belief ; Unawareness |
Item ID: | 19683 |
Depositing User: | Stephan Schuster |
Date Deposited: | 05 Jan 2010 11:33 |
Last Modified: | 07 Oct 2019 19:41 |
References: | Butz, M.V.: An algorithmic description if ACS2. In: Lanzi, P.L., Stolzmann, W., Wilson, S.W. (eds.): Advances in learning classi¯er systems, Lecture Notes in Arti- ¯cial Intelligence, vol. 2321, Springer, Berlin, 211-229 (2002) Camerer, C., Ho, T.: Experienced-Weighted Attraction Learning in Normal Form Games, Econometrica, vol. 67, No. 4 (1999) Erev, I., Roth, A. : Predicting how people play games: reinforcement learning in experimental games with unique mixed-strategy equilibria. American Economic Re- view 88, 848-881 (1998) Grigerenzer, G., Goldstein, D. G.: Reasoning the fast and Frugal Way: Models of Bounded Rationality, Psychological Review, 103(4), 650-699 (1996) Holland, J.H: Adaptation in natural and arti¯cial systems: An introductory analysis with application to biology, control, arti¯cial intelligence, University of Michigan Press, Ann Arbor (1975) Kahnemann, D., Tversy, A.: Prospect Theory: An Analysis of Decision under Risk, Econometrica 27 (1979) LeBaron, B, Arthur, W.B, Palmer, R.: Time series properties of an artificial stock market, Journal of Economic Dynamics \& Control 23, 1487-1516 (1999) Lopez, Lola L.: Psychology and Economics: Perspectives on Risk, Cooperation, and The Marketplace, Annual Review of Psychology, 45, 197-227 (1994) Markham, A.B.: Knowledge Representation, Lawrence Erlbaum Associates, Mawah NJ (1999) Roth, A., Erev, I.: Learning in Extensive Form Games: Experimental Data and Simple Dynamic Models in the Intermediate Run, Games and Economic Behaviour 6, 164-212 (1995) Rubinstein, A.: Modeling Bounded Rationality, MIT Press, London (1998) Sigaud, O., Wilson S.W.: Learning classifier systems: A survey, Soft Computing 11, 1065-1078, 2007 Simon, H.A.: A Behavioural Model of Rational Choice. In Simon, H.A.: Models of man, social and rational: mathematical essays on rational human behavior in a social setting, New York (1956) Simon, H.A.: Rational Choice and the Structure of the Environment. In Simon, H.A.: Models of man, social and rational: mathematical essays on rational human behavior in a social setting, New York (1956) Simon, H. A.: Bounded Rationality: Today and Tomorrow, Mind and Society 1(1), 25-39 (2000) Sun, R., Slusarz, P.: The Interaction of the Explicit and the Implicit in Skill Learning: A Dual-Process Approach, Psychological Review, Vol. 112, No. 1, 159192 (2005) Sun, R., Naveh, I.: Social institution, cognition, and survival: A cognitive-social simulation, Mind and Society, Vol.6, No.2, 15-142 (2007) Sutton, R.S., Barto, A.G.: Reinforcement Learning: An Introduction, Cambridge, MA (1998) |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/19683 |
Available Versions of this Item
-
An Algorithm for the Simulation of Bounded Rational Agents. (deposited 30 Jun 2009 00:17)
- An Algorithm for the Simulation of Bounded Rational Agents. (deposited 05 Jan 2010 11:33) [Currently Displayed]