Underlying dynamics of typical fluctuations of an emerging market price index: The Heston model from minutes to months
Renato Vicente,
Charles M. de Toledo,
Vitor B.P. Leite and
Nestor Caticha
Physica A: Statistical Mechanics and its Applications, 2006, vol. 361, issue 1, 272-288
Abstract:
We investigate the Heston model with stochastic volatility and exponential tails as a model for the typical price fluctuations of the Brazilian São Paulo Stock Exchange Index (IBOVESPA). Raw prices are first corrected for inflation and a period spanning 15 years characterized by memoryless returns is chosen for the analysis. Model parameters are estimated by observing volatility scaling and correlation properties. We show that the Heston model with at least two time scales for the volatility mean reverting dynamics satisfactorily describes price fluctuations ranging from time scales larger than 20min to 160days. At time scales shorter than 20min we observe autocorrelated returns and power law tails incompatible with the Heston model. Despite major regulatory changes, hyperinflation and currency crises experienced by the Brazilian market in the period studied, the general success of the description provided may be regarded as an evidence for a general underlying dynamics of price fluctuations at intermediate mesoeconomic time scales well approximated by the Heston model. We also notice that the connection between the Heston model and Ehrenfest urn models could be exploited for bringing new insights into the microeconomic market mechanics.
Keywords: Econophysics; Stochastic volatility; Heston model; High-frequency finance (search for similar items in EconPapers)
Date: 2006
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Citations: View citations in EconPapers (9)
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Persistent link: https://EconPapers.repec.org/RePEc:eee:phsmap:v:361:y:2006:i:1:p:272-288
DOI: 10.1016/j.physa.2005.06.095
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