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Estimation of Agent-Based Models: The Case of an Asymmetric Herding Model Author info | Abstract | Publisher info | Download info | Related research | Statistics Simone Alfarano ()
Thomas Lux
Friedrich Wagner
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The behavioral origins of the stylized facts of financial returns have been addressed in a growing body of agent-based models of financial markets. While the traditional efficient market viewpoint explains all statistical properties of returns by similar features of the news arrival process, the more recent behavioral finance models explain them as imprints of universal patterns of interaction in these markets. In this paper we contribute to this literature by introducing a very simple agent-based model in which the ubiquitous stylized facts (fat tails, volatility clustering) are emergent properties of the interaction among traders. The simplicity of the model allows us to estimate the underlying parameters, since it is possible to derive a closed form solution for the distribution of returns. We show that the tail shape characterizing the fatness of the unconditional distribution of returns can be directly derived from some structural variables that govern the traders’ interactions, namely the herding propensity and the autonomous switching tendency. Copyright Springer Science + Business Media, Inc. 2005
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Article provided by Springer in its journal Computational Economics .
Volume (Year): 26 (2005)
Issue (Month): 1 (August)
Pages: 19-49
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Handle: RePEc:kap:compec:v:26:y:2005:i:1:p:19-49Contact details of provider: Web page: http://www.springerlink.com/link.asp?id=100248
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Keywords: fat tails ; herd behavior ; speculative dynamics ; volatility clustering ; Other versions of this item:
References listed on IDEAS Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile , click on "citations" and make appropriate adjustments.: William A. Brock & Cars H. Hommes, 1997.
"A Rational Route to Randomness ,"
Econometrica ,
Econometric Society, vol. 65(5), pages 1059-1096, September.
repec:bep:sndecm:7:2003:4:1125-1125 is not listed on IDEAS
Other versions: Friedrich Wagner & Thomas Lux & Simone Alfarano, 2005.
"Time-Variation of Higher Moments in a Financial Market with Heterogeneous Agents: An Analytical Approach ,"
Working Papers
wp05-02, Warwick Business School, Financial Econometrics Research Centre.
[Downloadable!]
Other versions:
Alfarano, Simone & Lux, Thomas & Wagner, Friedrich, 2006.
"Time-variation of higher moments in a financial market with heterogeneous agents : an analytical approach ,"
Economics Working Papers
2006,16, Christian-Albrechts-University of Kiel, Department of Economics.
[Downloadable!] Alfarano, Simone & Lux, Thomas & Wagner, Friedrich, 2005.
"Time-variation of higher moments in a financial market with heterogeneous agents : an analytical approach ,"
Economics Working Papers
2005,14, Christian-Albrechts-University of Kiel, Department of Economics.
[Downloadable!] Alfarano, Simone & Lux, Thomas & Wagner, Friedrich, 2008.
"Time variation of higher moments in a financial market with heterogeneous agents: An analytical approach ,"
Journal of Economic Dynamics and Control ,
Elsevier, vol. 32(1), pages 101-136, January.
[Downloadable!] (restricted) Lux, T. & M. Marchesi, .
"Volatility Clustering in Financial Markets: A Micro-Simulation of Interacting Agents ,"
Discussion Paper Serie B
437, University of Bonn, Germany, revised Jul 1998.
Phillip Kearns & Adrian Pagan, 1997.
"Estimating The Density Tail Index For Financial Time Series ,"
The Review of Economics and Statistics ,
MIT Press, vol. 79(2), pages 171-175, May.
[Downloadable!] (restricted)
Gilli, M. & Winker, P., 2003.
"A global optimization heuristic for estimating agent based models ,"
Computational Statistics & Data Analysis ,
Elsevier, vol. 42(3), pages 299-312, March.
[Downloadable!] (restricted)
I.N. Lobato & N.E. Savin, 1996.
"Real and Spurious Long Memory Properties of Stock Market Data ,"
Econometrics
9605004, EconWPA, revised 26 Sep 1996.
[Downloadable!]
Other versions:
Lobato, I.N. & Savin, N.E., 1996.
"Real and Spurious Long Memory Properties of Stock Market Data ,"
Working Papers
96-07, University of Iowa, Department of Economics.
Lobato, Ignacio N & Savin, N E, 1998.
"Real and Spurious Long-Memory Properties of Stock-Market Data ,"
Journal of Business & Economic Statistics ,
American Statistical Association, vol. 16(3), pages 261-68, July.
Lux, Thomas, 1996.
"The Stable Paretian Hypothesis and the Frequency of Large Returns: An Examination of Major German Stocks ,"
Applied Financial Economics ,
Taylor and Francis Journals, vol. 6(6), pages 463-75, December.
[Downloadable!] (restricted)
Ola Elerian & Siddhartha Chib & Neil Shephard, 2000.
"Likelihood inference for discretely observed non-linear diffusions ,"
OFRC Working Papers Series
2000mf02, Oxford Financial Research Centre.
[Downloadable!]
Other versions:
Elerian, O. & Chib, S. & Shephard, N., 1998.
"Likelihood INference for Discretely Observed Non-linear Diffusions ,"
Economics Papers
146, Economics Group, Nuffield College, University of Oxford.
Elerain, Ola & Chib, Siddhartha & Shephard, Neil, 2001.
"Likelihood Inference for Discretely Observed Nonlinear Diffusions ,"
Econometrica ,
Econometric Society, vol. 69(4), pages 959-93, July.
De Long, J Bradford & Andrei Shleifer & Lawrence H. Summers & Robert J. Waldmann, 1990.
"Noise Trader Risk in Financial Markets ,"
Journal of Political Economy ,
University of Chicago Press, vol. 98(4), pages 703-38, August.
[Downloadable!] (restricted)
Other versions: repec:bep:sndecm:5:2002:4:1083-1083 is not listed on IDEAS
Other versions:
Alan P. Kirman, Gilles Teyssiere, 2001.
"Microeconomic Models for Long-Memory in the Volatility of Financial Time Series ,"
Computing in Economics and Finance 2001
221, Society for Computational Economics.
KIRMAN, Alan & TEYSSIéRE, Gilles, 2002.
"Microeconomic models for long-memory in the volatility of financial time series ,"
CORE Discussion Papers
2002056, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
[Downloadable!] Gilles Teyssière & Alan Kirman, 2001.
"Microeconomic Models for Long-Memory in the Volatility of Financial Time Series ,"
CeNDEF Workshop Papers, January 2001
5A.4, Universiteit van Amsterdam, Center for Nonlinear Dynamics in Economics and Finance.
Benoit Mandelbrot, 1963.
"The Variation of Certain Speculative Prices ,"
Journal of Business ,
University of Chicago Press, vol. 36, pages 394.
[Downloadable!]
De Vries, C.G. & Leuven, K.U., 1994.
"Stylized Facts of Nominal Exchange Rate Returns ,"
Papers
94-002, Purdue University, Krannert School of Management - Center for International Business Education and Research (CIBER).
Lux, T. & M. Marchesi, .
"Scaling and Criticality in a Stochastic Multi-Agent Model of a Financial Market ,"
Discussion Paper Serie B
438, University of Bonn, Germany, revised Jul 1998.
Simone Alfarano & Thomas Lux, 2002.
"A minimal noise trader model with realistic time series ,"
Computing in Economics and Finance 2002
317, Society for Computational Economics.
LeBaron, Blake, 2000.
"Agent-based computational finance: Suggested readings and early research ,"
Journal of Economic Dynamics and Control ,
Elsevier, vol. 24(5-7), pages 679-702, June.
[Downloadable!] (restricted)
Kirman, Alan, 1993.
"Ants, Rationality, and Recruitment ,"
The Quarterly Journal of Economics ,
MIT Press, vol. 108(1), pages 137-56, February.
[Downloadable!] (restricted)
F. De Jong, 2001.
"A Jump-diffusion Model for Exchange Rates in a Target Zone ,"
Statistica Neerlandica ,
Netherlands Society for Statistics and Operations Research, vol. 55(3), pages 270-300.
[Downloadable!] (restricted)
Pagan, Adrian, 1996.
"The econometrics of financial markets ,"
Journal of Empirical Finance ,
Elsevier, vol. 3(1), pages 15-102, May.
[Downloadable!] (restricted)
Black, Fischer & Scholes, Myron S, 1973.
"The Pricing of Options and Corporate Liabilities ,"
Journal of Political Economy ,
University of Chicago Press, vol. 81(3), pages 637-54, May-June.
[Downloadable!] (restricted)
Youssefmir, Michael & Huberman, Bernardo A., 1997.
"Clustered volatility in multiagent dynamics ,"
Journal of Economic Behavior & Organization ,
Elsevier, vol. 32(1), pages 101-118, January.
[Downloadable!] (restricted)
Vigfusson, Robert, 1997.
"Switching between Chartists and Fundamentalists: A Markov Regime-Switching Approach ,"
International Journal of Finance & Economics ,
John Wiley & Sons, Ltd., vol. 2(4), pages 291-305, October.
[Downloadable!] (restricted)
Other versions: Beja, Avraham & Goldman, M Barry, 1980.
" On the Dynamic Behavior of Prices in Disequilibrium ,"
Journal of Finance ,
American Finance Association, vol. 35(2), pages 235-48, May.
[Downloadable!] (restricted)
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Carl Chiarella & Roberto Dieci & Xue-Zhong He, 2008.
"Heterogeneity, Market Mechanisms, and Asset Price Dynamics ,"
Research Paper Series
231, Quantitative Finance Research Centre, University of Technology, Sydney.
[Downloadable!]
Klein, Achim & Urbig, Diemo & Kirn, Stefan, 2008.
"Who drives the Market? Estimating a heterogeneous Agent-based Financial Market Model using a Neural Network Approach ,"
MPRA Paper
14433, University Library of Munich, Germany.
[Downloadable!]
Lux, Thomas, 2008.
"Stochastic behavioral asset pricing models and the stylized facts ,"
Economics Working Papers
2008,08, Christian-Albrechts-University of Kiel, Department of Economics.
[Downloadable!]
Frank Westerhoff & Martin Hohnisch, 2007.
"A note on interactions-driven business cycles ,"
Journal of Economic Interaction and Coordination ,
Springer, vol. 2(1), pages 85-91, June.
[Downloadable!] (restricted)
Thomas Lux, 2008.
"Stochastic Behavioral Asset Pricing Models and the Stylized Facts ,"
Kiel Working Papers
1426, Kiel Institute for the World Economy.
[Downloadable!]
V. Alfi & M. Cristelli & L. Pietronero & A. Zaccaria, 2008.
"Minimal Agent Based Model for Financial Markets I: Origin and Self-Organization of Stylized Facts ,"
Quantitative Finance Papers
0808.3562, arXiv.org.
[Downloadable!]
Peter Winker & Manfred Gilli & Vahidin Jeleskovic, 2007.
"An objective function for simulation based inference on exchange rate data ,"
Journal of Economic Interaction and Coordination ,
Springer, vol. 2(2), pages 125-145, December.
[Downloadable!] (restricted)
Other versions: Franke, Reiner, 2008.
"Artificial Long Memory Effects in Two Agend-Based Asset Pricing Models ,"
Economics Working Papers
2008,15, Christian-Albrechts-University of Kiel, Department of Economics.
[Downloadable!]
E. Samanidou & E. Zschischang & D. Stauffer & T. Lux, 2007.
"Agent-based Models of Financial Markets ,"
Quantitative Finance Papers
physics/0701140, arXiv.org.
[Downloadable!]
Boswijk, H.P. & Hommes C.H. & Manzan, S., 2005.
"Behavioral Heterogeneity in Stock Prices ,"
CeNDEF Working Papers
05-12, Universiteit van Amsterdam, Center for Nonlinear Dynamics in Economics and Finance.
[Downloadable!]
Other versions:
Peter Boswijk & Cars H. Hommes & Sebastiano Manzan, 2005.
"Behavioral Heterogeneity in Stock Prices ,"
Tinbergen Institute Discussion Papers
05-052/1, Tinbergen Institute.
[Downloadable!] Boswijk, H. Peter & Hommes, Cars H. & Manzan, Sebastiano, 2007.
"Behavioral heterogeneity in stock prices ,"
Journal of Economic Dynamics and Control ,
Elsevier, vol. 31(6), pages 1938-1970, June.
[Downloadable!] (restricted) Ron Bird & Lorenzo Casavecchia & Paul Woolley, 2008.
"Insights into the Market Impact of Different Investment Styles ,"
Working Paper Series
1, The Paul Woolley Centre for Capital Market Dysfunctionality, University of Technology, Sydney.
[Downloadable!]
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