ISSN: 0186-1042 ISSN-e: 2448-8410
Parameter calibration of stochastic volatility Heston’s model: constrained optimization vs. differential evolution
PDF (Español (España))

Keywords

contingent pricing
stochastic volatility
implied volatility
differential evolution

How to Cite

Ortiz Ramírez, A., Venegas Martínez, F., & Martínez Palacios, M. T. V. (2021). Parameter calibration of stochastic volatility Heston’s model: constrained optimization vs. differential evolution. Accounting & Management, 67(1), e309. https://doi.org/10.22201/fca.24488410e.2022.2789

Abstract

This paper calibrates through loss functions the parameters of Heston’s stochastic volatility model by using two different methods: minimizing a nonlinear objective function (a loss function) with constraints on the values of the parameter and using a differential evolution algorithm. Both methods are applied to implied volatilities on the Mexican Stock Exchange Index with four maturities and twenty-eight strike prices. The selection criterion for the parameters is minimizing the value of the mean square error of the implied volatility. The first method has a better performance with less error and time. However, empirical results show that for both methods the adjustment of implied volatilities is better for options with long-term maturities than for short-term maturities.

https://doi.org/10.22201/fca.24488410e.2022.2789
PDF (Español (España))

© 2018, Facultad de Contaduría y Administración, Universidad Nacional Autónoma de México. All rights reserved. Publication of the article implies full assignment of property rights (copyright) in Journal of Contaduría y Administración. The publication mreserves the right to total or partial reproduction of the work in other print, electronic or any other alternative means, but always recognizing its responsibility.

 

License for Published Content

Unless otherwise stated, all contents of the electronic edition of the journal are distributed under a license and distribution "Creative Commons Attribution-Noncommercial 4.0 International" (CC-by). You can see from here the version of the license information. This circumstance must be expressly stated in this way when necessary.

Metadata License

The metadata of papers published by Contaduría y Administración are in the public domain, through the publisher's waiver of all rights to the work under copyright law worldwide, including all rights and related rights, to the extent permitted by law. You may copy, modify, and distribute the metadata, even for commercial purposes, without requesting permission.

Downloads

Download data is not yet available.