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Series expansion and fourth-order global pade approximation for rough Heston solution


Citation

Siow, Woon Jeng and Kilicman, Adem (2020) Series expansion and fourth-order global pade approximation for rough Heston solution. Mathematics, 18 (11). pp. 1-26. ISSN 2227-7390

Abstract

The rough Heston model has recently been shown to be extremely consistent with the observed empirical data in the financial market. However, the shortcoming of the model is that the conventional numerical method to compute option prices under it requires great computational effort due to the presence of the fractional Riccati equation in its characteristic function. In this study, we contribute by providing an efficient method while still retaining the quality of the solution under varying Hurst parameter for the fractional Riccati equations in two ways. First, we show that under the Laplace–Adomian-decomposition method, the infinite series expansion of the fractional Riccati equation’s solution corresponds to the existing expansion method from previous work for at least up to the fifth order. Then, we show that the fourth-order Padé approximants can be used to construct an extremely accurate global approximation to the fractional Riccati equation in an unexpected way. The pointwise approximation error of the global Padé approximation to the fractional Riccati equation is also provided. Unlike the existing work of third-order global Padé approximation to the fractional Riccati equation, our work extends the availability of Hurst parameter range without incurring huge errors. Finally, numerical comparisons were conducted to verify that our methods are indeed accurate and better than the existing method for computing both the fractional Riccati equation’s solution and option prices under the rough Heston model.


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Official URL or Download Paper: https://www.mdpi.com/2227-7390/8/11/1968

Additional Metadata

Item Type: Article
Divisions: Faculty of Science
Institute for Mathematical Research
DOI Number: https://doi.org/10.3390/math8111968
Publisher: MDPI AG
Keywords: Rough Heston model; Fractional Riccati equation; Laplace Adomian decomposition method; Fourth-order global padé approximation
Depositing User: Nurul Ainie Mokhtar
Date Deposited: 07 Sep 2023 00:57
Last Modified: 07 Sep 2023 00:57
Altmetrics: http://www.altmetric.com/details.php?domain=psasir.upm.edu.my&doi=10.3390/math8111968
URI: http://psasir.upm.edu.my/id/eprint/85799
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