Challenges in approximating the Black and Scholes call formula with hyperbolic tangents

Author:

Mininni Michele,Orlando GiuseppeORCID,Taglialatela GiovanniORCID

Abstract

AbstractIn this paper, we introduce the concept of standardized call function and we obtain a new approximating formula for the Black and Scholes call function through the hyperbolic tangent. Differently from other solutions proposed in the literature, this formula is invertible; hence, it is useful for pricing and risk management as well as for extracting the implied volatility from quoted options. The latter is of particular importance since it indicates the risk of the underlying and it is the main component of the option’s price. That is what trading desks focus on. Further we estimate numerically the approximating error of the suggested solution and, by comparing our results in computing the implied volatility with the most common methods available in the literature, we discuss the challenges of this approach.

Funder

Università degli Studi di Bari Aldo Moro

Publisher

Springer Science and Business Media LLC

Subject

General Economics, Econometrics and Finance,Finance

Reference50 articles.

1. Bharadia, M., Christofides, N., Salkin, G.: Computing the Black–Scholes implied volatility: generalization of a simple formula. Adv. Futures Options Res. 8, 15–30 (1995)

2. Black, F., Scholes, M.: The pricing of options and corporate liabilities. J. Polit. Econ. 81(3), 637–654 (1973)

3. Bowling, S.R., Khasawneh, M.T., Sittichai, K., Cho, B.R.: A logistic approximation to the cumulative normal distribution. J. Ind. Eng. Manag. 2(1), 114–127 (2009)

4. Brenner, M., Subrahmanyam, M.G.: A simple formula to compute implied standard deviation. Financ. Anal. J. 44(5), 80–83 (1998)

5. Cao, J., Chen, J., Hull, J.C.: A neural network approach to understanding implied volatility movements (2019). Available at SSRN https://ssrn.com/abstract=3288067

Cited by 9 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3