%0 Journal Article %T An Option Valuation Formula for Stochastic Volatility Driven by GARCH Processes %A Zhongmin Qian %A Xingcheng Xu %J Journal of Mathematical Finance %P 221-247 %@ 2162-2442 %D 2023 %I Scientific Research Publishing %R 10.4236/jmf.2023.132015 %X We have developed a practical and elegant closed-form option pricing formula for general GARCH models using a risk-neutral argument. To estimate the parameters, we propose a procedure and utilize Monte Carlo simulation to calculate the prices. Our formula has been successfully applied to S&P 500 index options and Chinese SSE 50 ETF options, providing empirical evidence that it outperforms the Black-Scholes formula with constant volatility in both the U.S. and Chinese financial markets. While there may be other equivalent martingale measures in this setting, our formula serves as a useful reference for pricing options. %K Option Pricing %K Stochastic Volatility %K GARCH %K Risk Premia %U http://www.scirp.org/journal/PaperInformation.aspx?PaperID=125383