Option pricing with dynamic conditional skewness

被引:2
作者
Liang, Fang [1 ,2 ]
Du, Lingshan [3 ]
机构
[1] Sun Yat Sen Univ, Int Sch Business & Finance, Guangzhou, Guangdong, Peoples R China
[2] Sun Yat Sen Univ, Adv Inst Finance, Guangzhou, Guangdong, Peoples R China
[3] Peking Univ, Guanghua Sch Management, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
dynamic conditional skewness; inverse Gaussian distribution; option pricing; realized skewness; STOCHASTIC VOLATILITY; REALIZED VOLATILITY; VALUATION; MODEL; TRANSFORM; RETURNS;
D O I
10.1002/fut.22501
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
In this paper, we develop a discrete-time affine option-pricing model that explicitly incorporates the dynamics of conditional skewness. The new proposed model features different dynamics for conditional skewness and variance. To stress the difference in information, we use alternative realized measures constructed from high-frequency historical returns to update skewness and variance dynamics. By Fourier inversion, we derive closed-form option valuation formulas. Empirically, the flexibility that the model offers for conditional skewness as well as high-frequency information from the underlying asset contribute to superior performance upon benchmark models using S&P 500 index options. Overall, the joint modeling of dynamic conditional skewness and realized measures leads to an out-of-sample gain of 12.25% in pricing accuracy. The improvements are more pronounced for deep in-the-money calls, options with shorter maturities, and during highly volatile periods.
引用
收藏
页码:1154 / 1188
页数:35
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