A GARCH model of the implied volatility of the Swiss Market Index from options prices
Michael Sabbatini and
Oliver Linton
LSE Research Online Documents on Economics from London School of Economics and Political Science, LSE Library
Abstract:
This paper estimates the implied stochastic process of the volatility of the Swiss market index (SMI) from the prices of options written on it. A GARCH(1,1) model is shown to be a good parameterization of the process. Then, using the GARCH option pricing model of Duan (1991), the implied volatility process is estimated by a simulation minimization method from option price data. We find the persistence of volatility shocks implied by options on the SMI to be very close to that estimated from historical data on the index itself. Comparing the performances of the implied GARCH option pricing model to that of the Black and Scholes model it appears that the overall pricing performance of the former is superior. However the large sample standard deviations of the out-of-sample pricing errors suggest that this result should be taken with caution.
Keywords: ARCH models; option pricing; simulation estimation; Swiss Market Index; volatility (search for similar items in EconPapers)
JEL-codes: G10 (search for similar items in EconPapers)
Pages: 40 pages
Date: 2004-09
References: Add references at CitEc
Citations:
Downloads: (external link)
http://eprints.lse.ac.uk/24773/ Open access version. (application/pdf)
Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:ehl:lserod:24773
Access Statistics for this paper
More papers in LSE Research Online Documents on Economics from London School of Economics and Political Science, LSE Library LSE Library Portugal Street London, WC2A 2HD, U.K.. Contact information at EDIRC.
Bibliographic data for series maintained by LSERO Manager ().