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.

Brignone, R., Gonzato, L., Sgarra, C. (2024). Commodity Asian option pricing and simulation in a 4-factor model with jump clusters. ANNALS OF OPERATIONS RESEARCH, 336(1-2), 275-306 [10.1007/s10479-022-05152-x].

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

Brignone R.
;
Gonzato L.;
2024

Abstract

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.
Articolo in rivista - Articolo scientifico
Asian options; C15; C63; Commodity derivatives; G13; Multifactor affine stochastic volatility models; Q02; Self-exciting jumps; Simulation;
English
7-gen-2023
2024
336
1-2
275
306
open
Brignone, R., Gonzato, L., Sgarra, C. (2024). Commodity Asian option pricing and simulation in a 4-factor model with jump clusters. ANNALS OF OPERATIONS RESEARCH, 336(1-2), 275-306 [10.1007/s10479-022-05152-x].
File in questo prodotto:
File Dimensione Formato  
Brignone-2024-Ann Oper Res-VoR.pdf

accesso aperto

Descrizione: CC BY 4.0 This article is licensed under a Creative Commons Attribution 4.0 International License To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
Tipologia di allegato: Publisher’s Version (Version of Record, VoR)
Licenza: Creative Commons
Dimensione 1.08 MB
Formato Adobe PDF
1.08 MB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/496359
Citazioni
  • Scopus 2
  • ???jsp.display-item.citation.isi??? 3
Social impact