Scaling of the distribution of fluctuations of financial market indices
arXiv:cond-mat/9905305 · doi:10.1103/PhysRevE.60.5305
Abstract
We study the distribution of fluctuations over a time scale (i.e., the returns) of the S&P 500 index by analyzing three distinct databases. Database (i) contains approximately 1 million records sampled at 1 min intervals for the 13-year period 1984-1996, database (ii) contains 8686 daily records for the 35-year period 1962-1996, and database (iii) contains 852 monthly records for the 71-year period 1926-1996. We compute the probability distributions of returns over a time scale , where varies approximately over a factor of 10^4 - from 1 min up to more than 1 month. We find that the distributions for 4 days (1560 mins) are consistent with a power-law asymptotic behavior, characterized by an exponent , well outside the stable Lévy regime . To test the robustness of the S&P result, we perform a parallel analysis on two other financial market indices. Database (iv) contains 3560 daily records of the NIKKEI index for the 14-year period 1984-97, and database (v) contains 4649 daily records of the Hang-Seng index for the 18-year period 1980-97. We find estimates of consistent with those describing the distribution of S&P 500 daily-returns. One possible reason for the scaling of these distributions is the long persistence of the autocorrelation function of the volatility. For time scales longer than days, our results are consistent with slow convergence to Gaussian behavior.
12 pages in multicol LaTeX format with 27 postscript figures (Submitted to PRE May 20, 1999). See http://polymer.bu.edu/~amaral/Professional.html for more of our work on this area
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