Scaling of the distribution of fluctuations of financial market indices

Citation
P. Gopikrishnan et al., Scaling of the distribution of fluctuations of financial market indices, PHYS REV E, 60(5), 1999, pp. 5305-5316
Citations number
70
Categorie Soggetti
Physics
Journal title
PHYSICAL REVIEW E
ISSN journal
1063651X → ACNP
Volume
60
Issue
5
Year of publication
1999
Part
A
Pages
5305 - 5316
Database
ISI
SICI code
1063-651X(199911)60:5<5305:SOTDOF>2.0.ZU;2-T
Abstract
We study the distribution of fluctuations of the S&P 500 index over a time scale Delta t by analyzing three distinct databases. Database (i) contains approximately 1200000 records, sampled at 1-min intervals, for the IS-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 retur ns over a time scale Delta t, where Delta t varies approximately over a fac tor of 10(4)-from 1 min up to more than one month. We find that the distrib utions for Delta t less than or equal to 4 d (1560 min) are consistent with a power-law asymptotic behavior, characterized by an exponent alpha approx imate to 3, well outside the stable Levy regime 0 < alpha < 2. To test the robustness of the S&P result, we perform a parallel analysis on two other f inancial market indices. Database (iv) contains 3560 daily records of the N IKKEI index for the 18-year period 1984-1997, and database (v) contains 464 9 daily records of the Hang-Seng index for the Is-year period 1980-1997. We find estimates of alpha consistent with those describing the distribution of S&P 500 daily returns. One possible reason for the scaling of these dist ributions is the long persistence of the autocorrelation function of the vo latility. For time scales longer than (Delta t)(x) approximate to 4 d, our results are consistent with a slow convergence to Gaussian behavior. [S1063 -651X(99)11211-X].