The effects of intelligence on price discovery and market efficiency

The influence of speculation on market performance has long been discussed. Under the framework of bounded rationality in which traders are endowed with different intelligence levels in terms of different learning styles or different representations of intelligence, we examine the effects of traders' intelligence on price discovery based on "intraday" data, and market efficiency. We find that intelligence does help improve market performance. However, the influence of different intelligence levels on the market crucially depends on the characteristics of learning styles or the representation of intelligence.

[1]  Shu-Heng Chen,et al.  Trading Restrictions, Price Dynamics and allocative Efficiency in Double Auction Markets: Analysis Based on Agent-Based Modeling and Simulations , 2003, Adv. Complex Syst..

[2]  M. Kemp Speculation, Profitability, and Price Stability , 1963 .

[3]  D. Cliff,et al.  Zero is Not Enough: On The Lower Limit of Agent Intelligence For Continuous Double Auction Markets† , 1997 .

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

[5]  Milton Friedman,et al.  The Case for Flexible Exchange Rates , 1996 .

[6]  Shu-Heng Chen,et al.  On the emergent properties of artificial stock markets: the efficient market hypothesis and the rational expectations hypothesis , 2002 .

[7]  L. Summers,et al.  The Noise Trader Approach to Finance , 1990 .

[8]  Charles R. Plott,et al.  DIVISION OF THE HUMANITIES AND SOCIAL SCIENCES CALIFORNIA INSTITUTE OF TECHNOLOGY PASADENA, CALIFORNIA 91125 ON THE BEHAVIORAL FOUNDATIONS OF THE LAW OF SUPPLY AND DEMAND: HUMAN CONVERGENCE AND ROBOT RANDOMNESS , 2001 .

[9]  M. Friedman Essays in Positive Economics , 1954 .

[10]  Michele Marchesi,et al.  Testing for Non-Linear Structure in an Artificial Financial Market , 2001 .

[11]  B. LeBaron,et al.  A test for independence based on the correlation dimension , 1996 .

[12]  William J. Baumol,et al.  Speculation, Profitability, and Stability , 1957 .

[13]  Karim Jamal,et al.  Bayesian Equilibrium in Double Auctions Populated by Biased Heuristic Traders , 1996 .

[14]  N. Kaldor Speculation and Economic Stability , 1939 .

[15]  L. Summers,et al.  Noise Trader Risk in Financial Markets , 1990, Journal of Political Economy.

[16]  J. Schimmler Speculation, Profitability, and Price Stability-A Formal Approach , 1973 .

[17]  Dhananjay K. Gode,et al.  Allocative Efficiency of Markets with Zero-Intelligence Traders: Market as a Partial Substitute for Individual Rationality , 1993, Journal of Political Economy.

[18]  Dhananjay K. Gode,et al.  What Makes Markets Allocationally Efficient , 1997 .

[19]  R. Palmer,et al.  Asset Pricing Under Endogenous Expectations in an Artificial Stock Market , 1996 .

[20]  W. Arthur,et al.  The Economy as an Evolving Complex System II , 1988 .

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

[22]  Shu-Heng Chen,et al.  Evolving traders and the business school with genetic programming: A new architecture of the agent-based artificial stock market , 2001 .

[23]  Shu-Heng Chen Evolutionary Computation in Economics and Finance , 2002 .

[24]  Jing Yang,et al.  The Efficiency of an Artificial Double Auction Stock Market with Neural Learning Agents , 2002 .

[25]  E. Fama The Behavior of Stock-Market Prices , 1965 .

[26]  David M. Kreps,et al.  Price Destabilizing Speculation , 1986, Journal of Political Economy.

[27]  L. Telser A Theory of Speculation Relating Profitability and Stability , 1959 .

[28]  Sanford J. Grossman On the Impossibility of Informationally Efficient Markets , 1980 .

[29]  C. Chiarella,et al.  Asset Price and Wealth Dynamics in a Financial Market with Heterogeneous Agents , 2006 .

[30]  Shyam Sunder,et al.  Tracking the Invisible Hand: Convergence of Double Auctions toCompetitive Equilibrium , 2000 .

[31]  L. Summers,et al.  Positive Feedback Investment Strategies and Destabilizing Rational Speculation , 1989 .

[32]  R. Palmer,et al.  Time series properties of an artificial stock market , 1999 .