Asset Price Behavior in Complex Environments
AbstractThis paper first surveys empirical patterns that appear in asset returns. The main patterns are the following. (i) Returns are hard to predict out of sample. The correlation dimension is rather large and is unstable. I.e., returns are generated by a "complex" process. (ii) Detrended volume of trading activity is very persistent, i.e., the autocorrelation function is positive and decreases slowly as lag length increases. (iii) Volatility of returns is also very persistent and the autocorrelation function of volatility is rather similar to that of detrended volume. (iv) Detrended volume and volatility are highly correlated contemporaneously. (v) The cross autocorrelation function of detrended volume and volatility falls off rapidly in leads and lags with a large peak at 0. (vi) More sophisticated bookstrapping type tests have found evidence of some conditional predictability of returns out of sample provided the conditioning set is chosen carefully. Secondly, this paper sketches development of adaptive evolutionary theoretic financial asset pricing models that nest the usual rational expectations type of models (e.g., a class of models that are versions of the Efficient Market Hypothesis). But rational expectations beliefs are costly and compete with other types of beliefs in generating net trading profits as the system moves forward in time. The paper briefly reviews some studies of equilibrium returns, volume of traditing, and volatility of returns that is consistent with the stylized facts reviewed above. An "ensemble" approach is developed, rather in the spirit of statistical mechanics, which seems to be useful in developing analytical results for large evolutionary stochastic dynamical system. Key words. time series, complex systems, finance, bootstrap, adaptive, evolutionary, rational expectations, statistical mechanics
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Bibliographic InfoPaper provided by Santa Fe Institute in its series Working Papers with number 96-04-018.
Date of creation: Apr 1996
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- Mordecai Kurz, 1997. "Social States of Belief and the Determinants of the Equity Risk Premium in A Rational Belief Equilibrium," Working Papers 97026, Stanford University, Department of Economics.
- SaangJoon Baak, 1999. "Heterogeneous Expectations, Market Dynamics, and Social Welfare," Computing in Economics and Finance 1999 222, Society for Computational Economics.
- Mordecai Kurz, . "Endogenous Uncertainty: A Unified View of Market Volatility," Working Papers 98013, Stanford University, Department of Economics.
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