Paper: ... Exponential Modifications to Black-Scholes
Lester Ingber
ingber at ingber.com
Fri Mar 26 12:35:32 EST 1999
The PostScript paper http://www.ingber.com/markets99_exp.ps.Z also can
be retrieved uncompressed for awhile as
http://www.alumni.caltech.edu/~ingber/markets99_exp.ps
%A L. Ingber
%A J.K. Wilson
%R Statistical Mechanics of Financial Markets:
Exponential Modifications to Black-Scholes
%I DRW Investments LLC
%C Chicago, IL
%D 1999
%O URL http://www.ingber.com/markets99_exp.ps.Z
http://www.alumni.caltech.edu/~ingber/markets99_exp.ps
The Black-Scholes theory of option pricing has been considered
for many years as an important but very approximate
zeroth-order description of actual market behavior. We
generalize the functional form of the diffusion of these
systems and also consider multi-factor models including
stochastic volatility. We use a previous development of a
statistical mechanics of financial markets to model these
issues. Daily Eurodollar futures prices and implied
volatilities are fit to determine exponents of functional
behavior of diffusions using methods of global optimization,
Adaptive Simulated Annealing (ASA), to generate tight fits
across moving time windows of Eurodollar contracts. These
short-time fitted distributions are then developed into
long-time distributions using a robust non-Monte Carlo
path-integral algorithm, PATHINT, to generate prices and
derivatives commonly used by option traders. The results of
our study show that there is only a very small change in at-the
money option prices for different probability distributions,
both for the one-factor and two-factor models. There still are
significant differences in risk parameters, partial
derivatives, using more sophisticated models, especially for
out-of-the-money options.
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Lester <ingber at ingber.com>
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