Valuation of commodity option prices under a regime-switching model with stochastic convenience yield: Model calibration using flower pollination optimization algorithm

<p>This research work seeks to construct a model for commodity spot prices by incorporating the concept of stochastic convenience yield within a Markov-switching framework. The model presented in this paper applies the Gibson-Schwartz commodity model under the risk-neutral measure, enabling re...

وصف كامل

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: A. Hamdi (17906918) (author)
مؤلفون آخرون: I. Aksikas (3120909) (author), H. Smaoui (22437832) (author), F. Mehrdoust (22437835) (author), I. Noorani (22437838) (author)
منشور في: 2025
الموضوعات:
الوسوم: إضافة وسم
لا توجد وسوم, كن أول من يضع وسما على هذه التسجيلة!
_version_ 1864513537147142144
author A. Hamdi (17906918)
author2 I. Aksikas (3120909)
H. Smaoui (22437832)
F. Mehrdoust (22437835)
I. Noorani (22437838)
author2_role author
author
author
author
author_facet A. Hamdi (17906918)
I. Aksikas (3120909)
H. Smaoui (22437832)
F. Mehrdoust (22437835)
I. Noorani (22437838)
author_role author
dc.creator.none.fl_str_mv A. Hamdi (17906918)
I. Aksikas (3120909)
H. Smaoui (22437832)
F. Mehrdoust (22437835)
I. Noorani (22437838)
dc.date.none.fl_str_mv 2025-10-11T12:00:00Z
dc.identifier.none.fl_str_mv 10.1016/j.cam.2025.117150
dc.relation.none.fl_str_mv https://figshare.com/articles/journal_contribution/Valuation_of_commodity_option_prices_under_a_regime-switching_model_with_stochastic_convenience_yield_Model_calibration_using_flower_pollination_optimization_algorithm/30365383
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Commerce, management, tourism and services
Banking, finance and investment
Mathematical sciences
Applied mathematics
Calibration
Commodity derivatives
Expectation–maximization algorithm
Flower pollination algorithm
Regime-switching model
dc.title.none.fl_str_mv Valuation of commodity option prices under a regime-switching model with stochastic convenience yield: Model calibration using flower pollination optimization algorithm
dc.type.none.fl_str_mv Text
Journal contribution
info:eu-repo/semantics/publishedVersion
text
contribution to journal
description <p>This research work seeks to construct a model for commodity spot prices by incorporating the concept of stochastic convenience yield within a Markov-switching framework. The model presented in this paper applies the Gibson-Schwartz commodity model under the risk-neutral measure, enabling regime-switching in the convenience yield and spot price dynamics. Using the WTI crude oil spot prices, the parameters involved in the proposed commodity regime-switching model are estimated by expectation–maximization algorithm. We then carry out a semi-analytical formula for the commodity futures contracts and European option price written on them. We calibrate the option pricing model parameters using the flower pollination optimization algorithm based on the European call option prices in WTI crude oil market. The results show that the provided Markov-switching model, whose parameters are calibrated by the flower pollination optimization algorithm is superior to the some common models in commodity literature.</p><h2>Other Information</h2> <p> Published in: Journal of Computational and Applied Mathematics<br> License: <a href="http://creativecommons.org/licenses/by/4.0/" target="_blank">http://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1016/j.cam.2025.117150" target="_blank">https://dx.doi.org/10.1016/j.cam.2025.117150</a></p>
eu_rights_str_mv openAccess
id Manara2_3eba246d1a59e8a667262d7d7260d2f3
identifier_str_mv 10.1016/j.cam.2025.117150
network_acronym_str Manara2
network_name_str Manara2
oai_identifier_str oai:figshare.com:article/30365383
publishDate 2025
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling Valuation of commodity option prices under a regime-switching model with stochastic convenience yield: Model calibration using flower pollination optimization algorithmA. Hamdi (17906918)I. Aksikas (3120909)H. Smaoui (22437832)F. Mehrdoust (22437835)I. Noorani (22437838)Commerce, management, tourism and servicesBanking, finance and investmentMathematical sciencesApplied mathematicsCalibrationCommodity derivativesExpectation–maximization algorithmFlower pollination algorithmRegime-switching model<p>This research work seeks to construct a model for commodity spot prices by incorporating the concept of stochastic convenience yield within a Markov-switching framework. The model presented in this paper applies the Gibson-Schwartz commodity model under the risk-neutral measure, enabling regime-switching in the convenience yield and spot price dynamics. Using the WTI crude oil spot prices, the parameters involved in the proposed commodity regime-switching model are estimated by expectation–maximization algorithm. We then carry out a semi-analytical formula for the commodity futures contracts and European option price written on them. We calibrate the option pricing model parameters using the flower pollination optimization algorithm based on the European call option prices in WTI crude oil market. The results show that the provided Markov-switching model, whose parameters are calibrated by the flower pollination optimization algorithm is superior to the some common models in commodity literature.</p><h2>Other Information</h2> <p> Published in: Journal of Computational and Applied Mathematics<br> License: <a href="http://creativecommons.org/licenses/by/4.0/" target="_blank">http://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1016/j.cam.2025.117150" target="_blank">https://dx.doi.org/10.1016/j.cam.2025.117150</a></p>2025-10-11T12:00:00ZTextJournal contributioninfo:eu-repo/semantics/publishedVersiontextcontribution to journal10.1016/j.cam.2025.117150https://figshare.com/articles/journal_contribution/Valuation_of_commodity_option_prices_under_a_regime-switching_model_with_stochastic_convenience_yield_Model_calibration_using_flower_pollination_optimization_algorithm/30365383CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/303653832025-10-11T12:00:00Z
spellingShingle Valuation of commodity option prices under a regime-switching model with stochastic convenience yield: Model calibration using flower pollination optimization algorithm
A. Hamdi (17906918)
Commerce, management, tourism and services
Banking, finance and investment
Mathematical sciences
Applied mathematics
Calibration
Commodity derivatives
Expectation–maximization algorithm
Flower pollination algorithm
Regime-switching model
status_str publishedVersion
title Valuation of commodity option prices under a regime-switching model with stochastic convenience yield: Model calibration using flower pollination optimization algorithm
title_full Valuation of commodity option prices under a regime-switching model with stochastic convenience yield: Model calibration using flower pollination optimization algorithm
title_fullStr Valuation of commodity option prices under a regime-switching model with stochastic convenience yield: Model calibration using flower pollination optimization algorithm
title_full_unstemmed Valuation of commodity option prices under a regime-switching model with stochastic convenience yield: Model calibration using flower pollination optimization algorithm
title_short Valuation of commodity option prices under a regime-switching model with stochastic convenience yield: Model calibration using flower pollination optimization algorithm
title_sort Valuation of commodity option prices under a regime-switching model with stochastic convenience yield: Model calibration using flower pollination optimization algorithm
topic Commerce, management, tourism and services
Banking, finance and investment
Mathematical sciences
Applied mathematics
Calibration
Commodity derivatives
Expectation–maximization algorithm
Flower pollination algorithm
Regime-switching model