Univariate and multivariate GARCH models applied to bitcoin futures option pricing
| dc.contributor.author | Venter, Pierre Johan | |
| dc.contributor.author | Mare, Eben | |
| dc.contributor.email | eben.mare@up.ac.za | en_US |
| dc.date.accessioned | 2022-05-05T09:15:41Z | |
| dc.date.available | 2022-05-05T09:15:41Z | |
| dc.date.issued | 2021-06-10 | |
| dc.description.abstract | In this paper, the Heston–Nandi futures option pricing model is applied to Bitcoin futures options. The model prices are compared to market prices to give an indication of the pricing performance. In addition, a multivariate Bitcoin futures option pricing methodology based on a multivatiate GARCH model is developed. The empirical results show that a symmetric model is a better fit when applied to Bitcoin futures returns, and also produces more accurate option prices compared to market prices for two out of three expiry dates considered. | en_US |
| dc.description.department | Insurance and Actuarial Science | en_US |
| dc.description.department | Mathematics and Applied Mathematics | en_US |
| dc.description.librarian | am2022 | en_US |
| dc.description.uri | https://www.mdpi.com/journal/jrfm | en_US |
| dc.identifier.citation | Venter, Pierre J., and Eben Maré. 2021. Univariate and Multivariate GARCH Models Applied to Bitcoin Futures Option Pricing. Journal of Risk and Financial Management 14: 261. https://DOI.org/ 10.3390/jrfm14060261. | en_US |
| dc.identifier.issn | 1911-8066 (print) | |
| dc.identifier.issn | 1911-8074 (online) | |
| dc.identifier.other | 10.3390/jrfm14060261 | |
| dc.identifier.uri | https://repository.up.ac.za/handle/2263/85089 | |
| dc.language.iso | en | en_US |
| dc.publisher | MDPI | en_US |
| dc.rights | © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license. | en_US |
| dc.subject | Bitcoin | en_US |
| dc.subject | Futures options | en_US |
| dc.subject | Multivariate | en_US |
| dc.subject | Generalized autoregressive conditional heteroskedasticity (GARCH) | en_US |
| dc.title | Univariate and multivariate GARCH models applied to bitcoin futures option pricing | en_US |
| dc.type | Article | en_US |