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Commodity Asian option pricing and simulation in a 4-factor model with jump clusters

Mean reversion, stochastic volatility, convenience yield and presence of jump clustering are well documented salient features of commodity markets, where Asian options are very popular. We propose a model which takes into account all these stylized features. We first state our model under the histor...

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Detalles Bibliográficos
Autores principales: Brignone, Riccardo, Gonzato, Luca, Sgarra, Carlo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9825090/
https://www.ncbi.nlm.nih.gov/pubmed/36643858
http://dx.doi.org/10.1007/s10479-022-05152-x
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author Brignone, Riccardo
Gonzato, Luca
Sgarra, Carlo
author_facet Brignone, Riccardo
Gonzato, Luca
Sgarra, Carlo
author_sort Brignone, Riccardo
collection PubMed
description Mean reversion, stochastic volatility, convenience yield and presence of jump clustering are well documented salient features of commodity markets, where Asian options are very popular. We propose a model which takes into account all these stylized features. We first state our model under the historical measure, then, after introducing a structure preserving change of measure, we provide a risk-neutral version of the same model and we show how to price geometric and arithmetic Asian options. To this end, we derive semi-closed formulas for the geometric Asian options price and develop a computationally efficient simulation scheme for the price process, allowing to price the arithmetic counterparts using control variate technique. Finally, we propose a simple econometric experiment to document presence of jump clusters in commodity prices and evaluate the performances of the proposed simulation scheme on some parameter sets calibrated on real data.
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spelling pubmed-98250902023-01-09 Commodity Asian option pricing and simulation in a 4-factor model with jump clusters Brignone, Riccardo Gonzato, Luca Sgarra, Carlo Ann Oper Res Original Research Mean reversion, stochastic volatility, convenience yield and presence of jump clustering are well documented salient features of commodity markets, where Asian options are very popular. We propose a model which takes into account all these stylized features. We first state our model under the historical measure, then, after introducing a structure preserving change of measure, we provide a risk-neutral version of the same model and we show how to price geometric and arithmetic Asian options. To this end, we derive semi-closed formulas for the geometric Asian options price and develop a computationally efficient simulation scheme for the price process, allowing to price the arithmetic counterparts using control variate technique. Finally, we propose a simple econometric experiment to document presence of jump clusters in commodity prices and evaluate the performances of the proposed simulation scheme on some parameter sets calibrated on real data. Springer US 2023-01-07 /pmc/articles/PMC9825090/ /pubmed/36643858 http://dx.doi.org/10.1007/s10479-022-05152-x Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Original Research
Brignone, Riccardo
Gonzato, Luca
Sgarra, Carlo
Commodity Asian option pricing and simulation in a 4-factor model with jump clusters
title Commodity Asian option pricing and simulation in a 4-factor model with jump clusters
title_full Commodity Asian option pricing and simulation in a 4-factor model with jump clusters
title_fullStr Commodity Asian option pricing and simulation in a 4-factor model with jump clusters
title_full_unstemmed Commodity Asian option pricing and simulation in a 4-factor model with jump clusters
title_short Commodity Asian option pricing and simulation in a 4-factor model with jump clusters
title_sort commodity asian option pricing and simulation in a 4-factor model with jump clusters
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9825090/
https://www.ncbi.nlm.nih.gov/pubmed/36643858
http://dx.doi.org/10.1007/s10479-022-05152-x
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