Seminar Notice
Statistical Laboratory
Iowa State
University
DATE AND TIME: Friday, February 4, 2005, 4:10 p.m.
PLACE: 319 Snedecor
SPEAKER: Cindy Long Yu, Department of Statistical Science, Cornell University, Ithaca, NY
TITLE: A Joint Analysis of Return Dynamics with Levy Jumps Using Stock and Option Prices
ABSTRACT
We provide a joint analysis of return dynamics
with Levy jumps under physical and risk neutral measures using stock and option
prices . While the risk-neutral dynamics are important for option pricing, the
physical dynamics are important for risk management, portfolio choices, and
asset pricing. Our joint analysis provides more accurate estimates of
volatility variables, and model parameters under both measures, as well as
estimates of market prices of risks that govern the change of measure
process. We discuss the change of measure and option pricing for
infinite-activity Levy jumps. We also develop efficient MCMC methods for
estimating model parameters and latent state variables using both stock and
option prices. Using daily spot and option prices of the S&P 500
index, we show that models with infinite-activity Levy jumps in returns
significantly outperform existing affine jump-diffusion models in capturing the
joint dynamics of stock and option prices.
COFFEE: 3:45
p.m., 104 Snedecor Hall