曼德勃罗和他的微笑

T. Lehnert
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引用次数: 5

摘要

指数期权价格与布莱克-斯科尔斯价格存在系统性差异,这是一个有充分证据的实证事实。然而,先前的研究提供了不确定的结果,即观察到的波动率微笑是否可以用股票收益的离散时间动态模型来解释。对于价外看跌期权,定价误差的改善尤为明显,而对于价外看跌期权,该模型在一定程度上不如高斯模型。在这些实证证据的激励下,我开发了一个具有更灵活创新结构的GARCH期权定价模型。在将该模型应用于DAX指数期权的过程中,我针对标准嵌套GARCH规范和知名从业者Black-Scholes模型测试了该方法的相对性能。我证明了截断的Levy GARCH期权定价模型的性能优于现有的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Mandelbrot and the Smile
It is a well-documented empirical fact that index option prices systematically differ from Black-Scholes prices. However, previous research provides inconclusive results whether the observed volatility smile could be explained by a discretetime dynamic model of stock returns with skewed, leptokurtic innovations. The improvements in pricing errors are particularly pronounced for out-of-the money put options, while the models partly underperform a Gaussian alternative for near-the-money options. Motivated by theses empirical evidence, I develop a new GARCH option-pricing model with a more flexible innovation structure. In an application of the model to DAX index options, I test the relative performance of the approach against a standard nested GARCH specification and the well-known practitioners Black-Scholes model. I show that the performance of the truncated Levy GARCH option pricing model is superior to existing approaches.
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