印度期权市场三种期权定价模型的比较

A. Chauhan, Ravi Gor
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摘要

Black-Scholes期权定价模型用于确定世界上许多股票市场中不同期权合约的理论价格。通过修正经典BS模型的一些假设,可以得到BS模型的许多推广。本文将两种修正的Black-Scholes模型与经典的Black-Scholes模型进行了比较。我们从印度股票市场的5个不同部门选择了股票期权。然后,我们用三种期权定价模型对22只在全国证券交易所上市的股票求出看涨期权和看跌期权的价格。最后,我们比较了三种模型的期权价格,确定了印度期权的最佳模型。动机/背景:1973年,两位经济学家费舍尔·布莱克、迈伦和罗伯特·默顿推导出了一个寻找金融期权价值的封闭公式。由于这一发现,他们获得了1997年的诺贝尔经济学奖。后来,许多研究者发现了Black-Scholes模型的一些局限性。为了克服这些局限性,文献中有许多对布莱克-斯科尔斯模型的概括。同时,对广义Black-Scholes模型在印度股市背景下的比较研究也非常有限。基于这些原因,我们对印度股市的两种广义BS模型与经典BS模型进行了比较研究。方法:首先,我们选择了印度股市的前5大板块。然后从这些板块中,我们挑选了总共22只股票,我们想要比较三种期权定价模型。然后,我们收集了当前股票价格、执行价格、到期日、利率等基本数据,利用三种不同的期权定价公式计算期权的理论价格。在使用这三种模型找到期权价格后,最后我们将这些理论期权价格与受尊敬的股票期权的市场价格进行比较,确定三种模型价格中哪个理论价格的RMSE误差更小。结果:通过上述方法,我们发现修正分布的广义Black-Scholes模型比经典Black-Scholes模型和修正利率的广义Black-Scholes模型的RMSE误差最小。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
COMPARISON OF THREE OPTION PRICING MODELS FOR INDIAN OPTIONS MARKET
Black-Scholes option pricing model is used to decide theoretical price of different Options contracts in many stock markets in the world. In can find many generalizations of BS model by modifying some assumptions of classical BS model. In this paper we compared two such modified Black-Scholes models with classical Black-Scholes model only for Indian option contracts. We have selected stock options form 5 different sectors of Indian stock market. Then we have found call and put option prices for 22 stocks listed on National Stock Exchange by all three option pricing models. Finally, we have compared option prices for all three models and decided the best model for Indian Options. Motivation/Background: In 1973, two economists, Fischer Black, Myron and Robert Merton derived a closed form formula for finding value of financial options. For this discovery, they got a Nobel prize in Economic science in 1997. Afterwards, many researchers have found some limitations of Black-Scholes model. To overcome these limitations, there are many generalizations of Black-Scholes model available in literature. Also, there are very limited study available for comparison of generalized Black-Scholes models in context of Indian stock market. For these reasons we have done this study of comparison of two generalized BS models with classical BS model for Indian Stock market. Method: First, we have selected top 5 sectors of Indian stock market. Then from these sectors, we have picked total 22 stocks for which we want to compare three option pricing models. Then we have collected essential data like, current stock price, strike price, expiration time, rate of interest, etc. for computing the theoretical price of options by using three different option pricing formulas. After finding price of options by using all three models, finally we compared these theoretical option price with market price of respected stock options and decided that which theoretical price has less RMSE error among all three model prices. Result: After going through the method described above, we found that the generalized Black-Scholes model with modified distribution has minimum RMSE errors than other two models, one is classical Black-Scholes model and other is Generalized Black-Scholes model with modified interest rate.
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