An Empirical Study of Option Prices under the Hybrid Brownian Motion Model

Abstract

In this paper, we mainly discuss an empirical study of option prices under the hybrid Brownian motion model developed by [1]. In a specific case of parameters, we have a simple transition probability density function that has a fattailed feature as time passes. We show some empirical evidences that the feature of the model reflects the real market price movements in Japanese stock market. Furthermore, we make a performance comparison between the hybrid model and the BS model using Nikkei 225 call options. In general our results show that the hybrid model is slightly better than the BS model.

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H. Iwaki and L. Luo, "An Empirical Study of Option Prices under the Hybrid Brownian Motion Model," Journal of Mathematical Finance, Vol. 3 No. 2, 2013, pp. 329-334. doi: 10.4236/jmf.2013.32033.

Conflicts of Interest

The authors declare no conflicts of interest.

References

[1] W. T. Shaw and M. Schofield, “A Model of Returns for the Post-credit-crunch Reality: Hybrid Brownian Motion with Price Feedback,” Quantitative Finance, 2012, pp. 1-24. doi:10.1080/14697688.2011.642810
[2] B. Mandelbrot, “The Variation of Certain Speculative Prices,” Journal of Business, Vol. 36, No. 4, 1963, pp. 394-419. doi:10.1086/294632
[3] E. F. Fama, “The Behavior of Stock-market Prices,” Journal of Business, Vol. 38, No. 1, 1965, pp. 34-105. doi:10.1086/294743
[4] R. C. Blattberg and H. J. Gonedes, “A Comparison of the Stable and Student Distributions as Statistical Models for Stock Prices,” Journal of Business, Vol. 47, No. 2, 1974, pp. 244-280. doi:10.1086/295634
[5] K. Aas and I. H. Haff, “The Generalized Hyperbolic Skew Student T-distribution,” Journal of Financial Econometrics, Vol. 4, No. 2, 2006, pp. 275-309. doi:10.1093/jjfinec/nbj006
[6] Y. Nagahara, “Non-Gaussian Distribution for Stock Returns and Related Stochastic Differential Equation,” AsiaPacific Financial Markets, Vol. 3, 1996, pp. 121-149.
[7] M. Rubinstein, “Nonparametric Tests of Alternative Option Pricing Models Using All Reported Trades and Quotes on the 30 Most Active CBOE Options Classes from August 23, 1976 through August 31, 1978,” Journal of Finance, Vol. 40, No. 2, 1985, pp. 455-480. doi:10.1111/j.1540-6261.1985.tb04967.x
[8] J. Hull and A. White, “The Pricing of Options on Assets with Stochastic Volatilities,” Journal of Finance, Vol. 42, No. 2, 1987, pp. 281-300. doi:10.1111/j.1540-6261.1987.tb02568.x
[9] S. Heston, “A Closed-Form Solution for Options with Stochastic Volatility with Applications to Bond and Currency Options,” Review of Financial Studies, Vol. 6, No. 2, 1993, pp. 327-343. doi:10.1093/rfs/6.2.327
[10] G. Bakshi, C. Cao and Z. Chen, “Empirical Performance of Alternative Option Pricing Models,” Journal of Finance, Vol. 52, No. 5, 1997, pp. 2003-2049. doi:10.1111/j.1540-6261.1997.tb02749.x
[11] B. Dupire, “Pricing with a Smile,” Risk, Vol. 7, 1994, pp. 18-20.

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