Heterogeneous Gain Learning and the Dynamics of Asset Prices

This paper presents a new agent-based financial market. It is designed to be both simple enough to gain insights into the nature and structure of what is going on at both the agent and macro levels, but remain rich enough to allow for many interesting evolutionary experiments. The model is driven by heterogeneous agents who put varying weights on past information as they design portfolio strategies. It faithfully generates many of the common stylized features of asset markets. It also yields some insights into the dynamics of agent strategies and how they lead to market instabilities.

[1]  T. Roncalli,et al.  Strategic Asset Allocation , 2011 .

[2]  Kaushik Mitra,et al.  Is More Data Better , 2005 .

[3]  Stefan Thurner,et al.  Leverage causes fat tails and clustered volatility , 2009, 0908.1555.

[4]  H. Minsky Stabilizing an Unstable Economy , 1986 .

[5]  P. Samuelson LIFETIME PORTFOLIO SELECTION BY DYNAMIC STOCHASTIC PROGRAMMING , 1969 .

[6]  Daniel B. Nelson,et al.  Filtering and Forecasting with Misspecified Arch Models Ii: Making the Right Forecast with the Wrong Model , 1992 .

[7]  E. Fama,et al.  Dividend yields and expected stock returns , 1988 .

[8]  Richard H. Day,et al.  Bulls, bears and market sheep , 1990 .

[9]  S. Solomon,et al.  A microscopic model of the stock market: Cycles, booms, and crashes , 1994 .

[10]  R. C. Merton,et al.  Lifetime Portfolio Selection under Uncertainty: The Continuous-Time Case , 1969 .

[11]  B. LeBaron Robust Properties of Stock Return Tails , 2009 .

[12]  B. LeBaron EVOLUTION AND TIME HORIZONS IN AN AGENT-BASED STOCK MARKET , 1999, Macroeconomic Dynamics.

[13]  Carl Chiarella,et al.  Asset price and wealth dynamics under heterogeneous expectations , 2001 .

[14]  Alvaro Sandroni Do markets favor agents able to make accurate predictions , 2000 .

[15]  W. Brock,et al.  Heterogeneous beliefs and routes to chaos in a simple asset pricing model , 1998 .

[16]  Klaus Reiner Schenk-Hoppé,et al.  Evolutionary stable stock markets , 2003 .

[17]  C. Hommes Heterogeneous Agent Models in Economics and Finance , 2005 .

[18]  John Geanakoplos,et al.  The Virtues and Vices of Equilibrium and the Future of Financial Economics , 2008, Complex..

[19]  Andrea Gaunersdorfer,et al.  Endogenous fluctuations in a simple asset pricing model with heterogeneous agents , 2000 .

[20]  G. Evans,et al.  Learning and expectations in macroeconomics , 2001 .

[21]  Blake LeBaron,et al.  Active and Passive Learning in Agent-based Financial Markets , 2011 .

[22]  T. Sargent The Conquest of American Inflation , 1999 .

[23]  John Y. Campbell,et al.  Asset Prices, Consumption, and the Business Cycle , 1998 .

[24]  Irrational Exuberance Irrational exuberance? , 2006, Nature Biotechnology.

[25]  Luis M. Viceira,et al.  Consumption and Portfolio Decisions When Expected Returns are Time Varying , 1996 .

[26]  R. Lucas ASSET PRICES IN AN EXCHANGE ECONOMY , 1978 .

[27]  T. Lux The socio-economic dynamics of speculative markets: interacting agents, chaos, and the fat tails of return distributions , 1998 .

[28]  E. C. Zeeman,et al.  On the unstable behaviour of stock exchanges , 1974 .

[29]  B. LeBaron Wealth Dynamics and a Bias Toward Momentum Trading , 2011 .

[30]  A. Giovannini,et al.  Risk Aversion and Intertemporal Substitution in the Capital Asset Pricing Model , 1989 .

[31]  Raymond Wai Pong Yuen,et al.  Book Review – Manias, Panics, and Crashes: A History of Financial Crises 5th Edition (Author of the Book: Charles P. Kindleberger and Robert Aliber) , 2012 .

[32]  Albert Marcet,et al.  Internal rationality, imperfect market knowledge and asset prices , 2011, J. Econ. Theory.

[33]  B. LeBaron Wealth Evolution and Distorted Financial Forecasts , 2008 .

[34]  David I. Laibson,et al.  Natural Expectations and Macroeconomic Fluctuations. , 2010, The journal of economic perspectives : a journal of the American Economic Association.

[35]  R. Huisman,et al.  Tail-Index Estimates in Small Samples , 2001 .

[36]  Leigh Tesfatsion,et al.  Handbook of Computational Economics, Volume 2: Agent-Based Computational Economics (Handbook of Computational Economics) , 2006 .

[37]  John Y. Campbell,et al.  Chapter 19 Asset prices, consumption, and the business cycle , 1999 .

[38]  Blake LeBaron,et al.  Modeling Macroeconomies As Open-Ended Dynamic Systems of Interacting Agents , 2008 .

[39]  B. LeBaron Agent-based Computational Finance , 2006 .

[40]  Florian Wagener,et al.  Complex Evolutionary Systems in Behavioral Finance , 2008 .

[41]  Jiang Wang,et al.  The Price Impact and Survival of Irrational Traders , 2004 .

[42]  Michael Woodford,et al.  Data Appendix for "Asset Prices, Consumption, and the Business Cycle" , 1999 .

[43]  R. Shiller,et al.  The Dividend-Price Ratio and Expectations of Future Dividends and Discount Factors , 1986 .

[44]  L. Blume,et al.  If You're so Smart, Why Aren't You Rich? Belief Selection in Complete and Incomplete Markets , 2001 .

[45]  Gerard Gennotte and Hayne Leland. Market Liquidity, Hedging and Crashes , 1989 .

[46]  N. Kocherlakota Modern macroeconomic models as tools for economic policy , 2010 .

[47]  L. Summers,et al.  The Survival of Noise Traders in Financial Markets , 1988 .

[48]  Thomas Lux,et al.  Stochastic behavioral asset pricing models and the stylized facts , 2008 .

[49]  F. Diebold,et al.  VOLATILITY AND CORRELATION FORECASTING , 2006 .

[50]  L. Blume,et al.  Evolution and market behavior , 1992 .

[51]  R. Gencay,et al.  An Introduc-tion to High-Frequency Finance , 2001 .

[52]  Dean P. Foster,et al.  Filtering and Forecasting with Misspecified Arch Models Ii: Making the Right Forecast with the Wrong Model , 1992 .

[53]  J. Stein,et al.  A Unified Theory of Underreaction, Momentum Trading and Overreaction in Asset Markets , 1997 .

[54]  Klaus Reiner Schenk-Hoppé,et al.  Handbook of Financial Markets: Dynamics and Evolution , 2009 .

[55]  Christophre Georges Staggered Updating in an Artificial Financial Market , 2005 .

[56]  P. Howitt,et al.  Banks, Market Organization, and Macroeconomic Performance: An Agent-Based Computational Analysis , 2011 .

[57]  R. Stambaugh,et al.  Does the Stock Market Rationally Reflect Fundamental Values? Discussion , 1986 .

[58]  Mauro Gallegati,et al.  Emergent Macroeconomics: An Agent-Based Approach to Business Fluctuations , 2008 .

[59]  S. Thurner,et al.  Asset Price Dynamics in a Model of Investors Operating on Different Time Horizons , 2002 .

[60]  C. Hommes Chapter 23 Heterogeneous Agent Models in Economics and Finance , 2006 .

[61]  D. Foley,et al.  The economy needs agent-based modelling , 2009, Nature.

[62]  Tim Bollerslev,et al.  Roughing it Up: Including Jump Components in the Measurement, Modeling and Forecasting of Return Volatility , 2007 .

[63]  F. Diebold,et al.  Chapter 15 Volatility and Correlation Forecasting , 2006 .

[64]  Paul,et al.  How Did Economists Get It So Wrong , 2009 .

[65]  W. Lewis,et al.  Manias, Panics and Crashes: A History of Financial Crises , 1979 .

[66]  G. Soros The Alchemy of Finance , 1994 .

[67]  G. Evans,et al.  Learning about Risk and Return: A Simple Model of Bubbles and Crashes , 2008 .

[68]  C. Diks,et al.  Herding, A-Synchronous Updating and Heterogeneity in Memory in a Cbs , 2003 .

[69]  Kenneth A. Froot,et al.  Chartists, Fundamentalists and the Demand for Dollars , 1991 .

[70]  A. Marcet,et al.  Booms and Busts in Asset Prices , 2010 .

[71]  Stephen Figlewski,et al.  Market "Efficiency" in a Market with Heterogeneous Information , 1978, Journal of Political Economy.

[72]  J. Tinbergen The Dynamics of Share-Price Formation , 1939 .

[73]  C. Hommes The heterogeneous expectations hypothesis: some evidence from the lab , 2010 .