American Option Pricing with Discrete and Continuous Time Models: An Empirical Comparison
49 Pages Posted: 2 Jul 2011
Date Written: June 30, 2011
Abstract
This paper considers discrete time GARCH and continuous time SV models and uses these for American option pricing. We perform a Monte Carlo study to examine their differences in terms of option pricing, and we study the convergence of the discrete time option prices to their implied continuous time values. Finally, a large scale empirical analysis using individual stock options and options on an index is performed comparing the estimated prices from discrete time models to the corresponding continuous time model prices. The results indicate that, while the differences in performance are small overall, for in the money options the continuous time SV models do generally perform better than the discrete time GARCH specifications.
Keywords: American Options, Augmented GARCH, Least Squares Monte Carlo, Stochastic Volatility
JEL Classification: C22, C53, G13
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