Fractional Riccati equation and its applications to rough Heston model using numerical methods

Rough volatility models are recently popularized by the need of a consistent model for the observed empirical volatility in the financial market. In this case, it has been shown that the empirical volatility in the financial market is extremely consistent with the rough volatility. Currently, fracti...

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Main Authors: Siow, Woon Jeng, Kilicman, Adem
Format: Article
Language:English
Published: Multidisciplinary Digital Publishing Institute 2020
Online Access:http://psasir.upm.edu.my/id/eprint/89064/1/HES.pdf
http://psasir.upm.edu.my/id/eprint/89064/
https://www.mdpi.com/2073-8994/12/6/959
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spelling my.upm.eprints.890642021-09-21T23:14:27Z http://psasir.upm.edu.my/id/eprint/89064/ Fractional Riccati equation and its applications to rough Heston model using numerical methods Siow, Woon Jeng Kilicman, Adem Rough volatility models are recently popularized by the need of a consistent model for the observed empirical volatility in the financial market. In this case, it has been shown that the empirical volatility in the financial market is extremely consistent with the rough volatility. Currently, fractional Riccati equation as a part of computation for the characteristic function of rough Heston model is not known in explicit form and therefore, we must rely on numerical methods to obtain a solution. In this paper, we will be giving a short introduction to option pricing theory (Black–Scholes model, classical Heston model and its characteristic function), an overview of the current advancements on the rough Heston model and numerical methods (fractional Adams–Bashforth–Moulton method and multipoint Padé approximation method) for solving the fractional Riccati equation. In addition, we will investigate on the performance of multipoint Padé approximation method for the small u values in Dαh(u−i/2,x) as it plays a huge role in the computation for the option prices. We further confirm that the solution generated by multipoint Padé (3,3) method for the fractional Riccati equation is incredibly consistent with the solution generated by fractional Adams–Bashforth–Moulton method. Multidisciplinary Digital Publishing Institute 2020 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/89064/1/HES.pdf Siow, Woon Jeng and Kilicman, Adem (2020) Fractional Riccati equation and its applications to rough Heston model using numerical methods. Symmetry, 12 (6). art. no. 959. pp. 1-20. ISSN 2073-8994 https://www.mdpi.com/2073-8994/12/6/959 10.3390/sym12060959
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description Rough volatility models are recently popularized by the need of a consistent model for the observed empirical volatility in the financial market. In this case, it has been shown that the empirical volatility in the financial market is extremely consistent with the rough volatility. Currently, fractional Riccati equation as a part of computation for the characteristic function of rough Heston model is not known in explicit form and therefore, we must rely on numerical methods to obtain a solution. In this paper, we will be giving a short introduction to option pricing theory (Black–Scholes model, classical Heston model and its characteristic function), an overview of the current advancements on the rough Heston model and numerical methods (fractional Adams–Bashforth–Moulton method and multipoint Padé approximation method) for solving the fractional Riccati equation. In addition, we will investigate on the performance of multipoint Padé approximation method for the small u values in Dαh(u−i/2,x) as it plays a huge role in the computation for the option prices. We further confirm that the solution generated by multipoint Padé (3,3) method for the fractional Riccati equation is incredibly consistent with the solution generated by fractional Adams–Bashforth–Moulton method.
format Article
author Siow, Woon Jeng
Kilicman, Adem
spellingShingle Siow, Woon Jeng
Kilicman, Adem
Fractional Riccati equation and its applications to rough Heston model using numerical methods
author_facet Siow, Woon Jeng
Kilicman, Adem
author_sort Siow, Woon Jeng
title Fractional Riccati equation and its applications to rough Heston model using numerical methods
title_short Fractional Riccati equation and its applications to rough Heston model using numerical methods
title_full Fractional Riccati equation and its applications to rough Heston model using numerical methods
title_fullStr Fractional Riccati equation and its applications to rough Heston model using numerical methods
title_full_unstemmed Fractional Riccati equation and its applications to rough Heston model using numerical methods
title_sort fractional riccati equation and its applications to rough heston model using numerical methods
publisher Multidisciplinary Digital Publishing Institute
publishDate 2020
url http://psasir.upm.edu.my/id/eprint/89064/1/HES.pdf
http://psasir.upm.edu.my/id/eprint/89064/
https://www.mdpi.com/2073-8994/12/6/959
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score 13.188404