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上证50ETF期权定价有效性的研究:基于B-S-M模型和蒙特卡罗模拟
引用本文:方艳,张元玺,乔明哲. 上证50ETF期权定价有效性的研究:基于B-S-M模型和蒙特卡罗模拟[J]. 运筹与管理, 2017, 26(8): 157-166. DOI: 10.12005/orms.2017.0199
作者姓名:方艳  张元玺  乔明哲
作者单位:1.上海对外经贸大学 金融管理学院,上海 201620; 2.上海财经大学 统计与管理学院,上海 200433
基金项目:基金项目:国家自然科学基金资助项目(11501355,71203139);上海市浦江人才计划项目(14PJ1404100);上海市教育委员会科研创新项目(14ZS147,15ZZ090);国家社科基金重大项目(15ZDA058);教育部人文社会科学项目(15YJA790039);教育部留学回国人员科研启动基金;中国博士后科学基金第59批面上资助项目;台州市哲学社会科学项目(14GHZ01)
摘    要:上证50ETF期权作为中国资本市场上股票期权的第一个试点产品,其定价问题尤为重要。本文分别运用B-S-M期权定价模型和蒙特卡罗模拟方法对其定价进行实证研究,分析结果表明:1)IGARCH模型比传统的GARCH模型更能较好地拟合上证50ETF的波动率;2)当模拟次数为1000时,蒙特卡罗方法的效率一致地高于B-S-M模型,并且除了对偶变量技术的拟蒙特卡罗其他模型的精确度也都高于B-S-M模型;3)B-S-M模型和蒙特卡罗模拟方法都可以较为准确地、有效地模拟出上证50ETF期权价格。这些研究将为今后期权定价模型的发展和完善提供必要的参考和指引。

关 键 词:B-S-M模型  蒙特卡罗模拟  拟蒙特卡罗模拟  上证50ETF期权  IGARCH模型  
收稿时间:2015-09-23

Study of the Effectiveness of Pricing for SSE 50ETF Option: Based on B-S-M Model and Monte Carlo Model
FANG Yan,ZHANG Yuan-xi,QIAO Ming-zhe. Study of the Effectiveness of Pricing for SSE 50ETF Option: Based on B-S-M Model and Monte Carlo Model[J]. Operations Research and Management Science, 2017, 26(8): 157-166. DOI: 10.12005/orms.2017.0199
Authors:FANG Yan  ZHANG Yuan-xi  QIAO Ming-zhe
Affiliation:1.School of Finance, Shanghai University of International Business and Economics, Shanghai 201620, China;2.School of Statistics and Management, Shanghai University of Finance and Economics, Shanghai 200433, China
Abstract:As the first pilot option product in China’s capital market, the pricing of Shanghai Stock Exchange(SSE)50ETF option is particularly important. In this paper, both Black-Scholes-Merton(B-S-M)method and Monte Carlo simulation method will be used for SSE 50ETF option pricing. The empirical analysis indicates that: 1, IGARCH model is better than the traditional GARCH model in characterizing the dynamic volatility for SSE 50ETF options return; 2, with 1000 simulation running, Monte Carlo simulation methods are consistently more efficient than B-S-M; furthermore, except for quasi-Monte-Carlo simulations with dual variable, all pricing obtained from other Monte Carlo methods are more accurate than the one from B-S-M; 3, both B-S-M method and Monte Carlo simulation method can accurately and effectively simulate the SSE 50ETF options pricing. This study will provide the essential reference and guidance for the development of future option pricing model.
Keywords:black-scholes model  monte carlo  quasi monte carlo  shanghai 50ETF option  IGARCH  
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