A STUDY OF OPTION PRICING MODELS WITH DISTINCT INTEREST RATES

Authors

  • Neha Sisodia M.Phil. https://orcid.org/0000-0002-0527-7397
  • Ravi Gor Associate Professor, Department of Mathematics, Gujarat University, Navrangpura, Ahmedabad-380009, (Gujarat), India

DOI:

https://doi.org/10.29121/ijoest.v6.i2.2022.310

Keywords:

European Call Option, Black-Scholes’ Model, Heston Model, Moneyness, Time-To-Maturity, Interest Rate

Abstract

This paper analyses the effect of different interest rates on Black-Scholes’ and Heston Option Pricing Model. We discuss the concept of interest rate in the two Models. We compare the two models for the parameter –‘Interest Rate’. A mathematical tool, UMBRAE (Unscaled Mean Bounded Relative Absolute Error) is used to compare the two models for pricing European call options. NSE (National Stock Exchange) is used for real market data and comparison is done through Moneyness (which is defined as the percentage difference of stock price and strike price) and Time-To-Maturity. Mathematical software – Matlab is used for all mathematical calculations. We observe that Black-Scholes’ model is preferred for lower interest rates than Heston options pricing model and vice-versa. This study is helpful in derivatives market.

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References

American Institute for Economic Research. (2022). Website – http://www.economictimes.indiatimes.com/

Ayres, H. F. (1963). Risk aversion in the warrant markets.

Baumol, W. J., Malkiel, B. G., & Quandt, R. E. (1966). The valuation of convertible securities. The Quarterly Journal of Economics, 80(1), 48-59. https://doi.org/10.2307/1880578

Black F. and Scholes M. (1973). The Pricing of Options and Corporate Liabilities, Journal of Political Economy,81(3), 637-644. https://doi.org/10.1086/260062

Boness, A. J. (1964). Elements of a theory of stock-option value. Journal of Political Economy, 72(2), 163-175. https://doi.org/10.1086/258885

Chao C, Jamie T. and Jonathan M. (2017). A new accuracy measure based on bounded relative error for time series forecasting, Tianjin University, China, 12(3), 6-7. https://doi.org/10.1371/journal.pone.0174202

Chauhan, A, and Gor, R. (2020b), A Comparative Study of Modified Black-Scholes option pricing formula for selected Indian call options, IOSR Journal of Mathematics, 16(5), 16-22.

Crisostomo R. (2014), An Analysis of the Heston Stochastic Volatility Model : Implementation and Calibration using Matlab, 58, 6-14. https://doi.org/10.2139/ssrn.3400670

Executive Post Graduate Programme in Machine Learning & AI. (N.d.). Website -

Fleischmann, R. Posner, M. (2020). Meditation for Increased Mindfulness and Memory : An Analysis on the Impact of Meditation on Mindfulness and Working Memory Capacity in High School Students, Journal of Student Research. https://doi.org/10.47611/jsrhs.v9i2.1079

Heston S.L. (1993). A Closed-Form Solution for Options with Stochastic Volatility with Applications to Bond and Currency Options,The Review of Financial Studies, 6(2),327-343. https://doi.org/10.1093/rfs/6.2.327

Hull J. C. (2009). Options, Futures and other Derivatives, Pearson Publication, Toronto.

Indian Institute of Management Calcutta (n.d.). Website -

Jang, J.H. Yoon, J. Kim, J. Gu, J. Kim, H.Y. (2021). DeepOption : A Novel Option Pricing Framework Based on Deep Learning with Fused Distilled Data from Multiple Parametric Methods. https://doi.org/10.1016/j.inffus.2020.12.010

NSE (2022).

Samuelson, P. A. (1965). Rational theory of warrent prices. Indust. manag. Rev., 6, 13-31.

Santra A. and Chakrabarti, B. (2017). Comparison of Black-Scholes and Heston Models for Pricing Index Options, Indian Institute of Management, 796,2-6.

Shinde A.S. and Takale K.C. (2012). Study of Black-Scholes Model and its Applications, International Conference on Modelling, (38),270-279. https://doi.org/10.1016/j.proeng.2012.06.035

Singh, A. Gor, R. (2020a). Relevancy of pricing European put option based on Gumbel distribution in actual market, Alochana Chakra Journal, 9(6), 4339-4342.

Singh, A. Gor, R. (2020b). Relevancy of pricing European put option based on truncated Gumbel distribution in actual market, IOSR Journal of Mathematics, 16(5), 12-15.

Sisodia, N. and Gor, R. (2020). Estimating the relevancy of two option pricing models, Alochana Chakra Journal, 9(6),5208-5211.

Sisodia, N. and Gor, R. (2020). A Comparative study of two option pricing models, Tathapi journal, 19 (39), 125-139.

Sisodia, N. and Gor, R. (2020). Effect of implied volatility on option prices using two option pricing models, NMIMS ManagementReview, 31-42.

Sisodia, N. and Gor, R. (2021). A Study on the effect of historical volatility using two option pricing models, IOSR Journal of Economics and Financce (IOSR-JEF), 12(1), 19-26.

Yates Education. (2009). Website - http://www.accaglobal.com/

Ye, Z. (2013). The Black-Scholes and Heston Models for Option Pricing, Waterloo University, 23-25.

Yuang Y. (2013). Valuing a European Options with the Heston Model, Rochester Institute of Technology,25-28.

Zhang, D. Han, Y. Ning, X. Liu, X. (2008). A Framework for Time Series Forecasts, ISECS International Colloquium on Computing, Communication, Control, and Management. https://doi.org/10.1109/CCCM.2008.316

Zhang, J.E. Shu, J. (2003). Pricing S&P 500 index options with Heston's model, IEEE International Conference on Computational Intelligence for Financial Engineering.

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Published

2022-05-05

How to Cite

Sisodia, N., & Gor, R. (2022). A STUDY OF OPTION PRICING MODELS WITH DISTINCT INTEREST RATES. International Journal of Engineering Science Technologies, 6(2), 90–104. https://doi.org/10.29121/ijoest.v6.i2.2022.310