A Stochastic Harmonic Oscillator Temperature Model for the Valuation of Weather Derivatives
Stochastic processes are employed in this paper to capture the evolution of daily mean temperatures, with the goal of pricing temperature-based weather options. A stochastic harmonic oscillator model is proposed for the temperature dynamics and results of numerical simulations and parameter estimati...
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MDPI AG
2021
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oai:doaj.org-article:f7403f2853bf444ba3c2f96fb46ae6942021-11-25T18:16:54ZA Stochastic Harmonic Oscillator Temperature Model for the Valuation of Weather Derivatives10.3390/math92228902227-7390https://doaj.org/article/f7403f2853bf444ba3c2f96fb46ae6942021-11-01T00:00:00Zhttps://www.mdpi.com/2227-7390/9/22/2890https://doaj.org/toc/2227-7390Stochastic processes are employed in this paper to capture the evolution of daily mean temperatures, with the goal of pricing temperature-based weather options. A stochastic harmonic oscillator model is proposed for the temperature dynamics and results of numerical simulations and parameter estimation are presented. The temperature model is used to price a one-month call option and a sensitivity analysis is undertaken to examine how call option prices are affected when the model parameters are varied.Alessio GiorginiRogemar S. MamonMarianito R. RodrigoMDPI AGarticleweather derivativesstochastic modelstemperatureharmonic oscillatorparameter estimationMathematicsQA1-939ENMathematics, Vol 9, Iss 2890, p 2890 (2021) |
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DOAJ |
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DOAJ |
language |
EN |
topic |
weather derivatives stochastic models temperature harmonic oscillator parameter estimation Mathematics QA1-939 |
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weather derivatives stochastic models temperature harmonic oscillator parameter estimation Mathematics QA1-939 Alessio Giorgini Rogemar S. Mamon Marianito R. Rodrigo A Stochastic Harmonic Oscillator Temperature Model for the Valuation of Weather Derivatives |
description |
Stochastic processes are employed in this paper to capture the evolution of daily mean temperatures, with the goal of pricing temperature-based weather options. A stochastic harmonic oscillator model is proposed for the temperature dynamics and results of numerical simulations and parameter estimation are presented. The temperature model is used to price a one-month call option and a sensitivity analysis is undertaken to examine how call option prices are affected when the model parameters are varied. |
format |
article |
author |
Alessio Giorgini Rogemar S. Mamon Marianito R. Rodrigo |
author_facet |
Alessio Giorgini Rogemar S. Mamon Marianito R. Rodrigo |
author_sort |
Alessio Giorgini |
title |
A Stochastic Harmonic Oscillator Temperature Model for the Valuation of Weather Derivatives |
title_short |
A Stochastic Harmonic Oscillator Temperature Model for the Valuation of Weather Derivatives |
title_full |
A Stochastic Harmonic Oscillator Temperature Model for the Valuation of Weather Derivatives |
title_fullStr |
A Stochastic Harmonic Oscillator Temperature Model for the Valuation of Weather Derivatives |
title_full_unstemmed |
A Stochastic Harmonic Oscillator Temperature Model for the Valuation of Weather Derivatives |
title_sort |
stochastic harmonic oscillator temperature model for the valuation of weather derivatives |
publisher |
MDPI AG |
publishDate |
2021 |
url |
https://doaj.org/article/f7403f2853bf444ba3c2f96fb46ae694 |
work_keys_str_mv |
AT alessiogiorgini astochasticharmonicoscillatortemperaturemodelforthevaluationofweatherderivatives AT rogemarsmamon astochasticharmonicoscillatortemperaturemodelforthevaluationofweatherderivatives AT marianitorrodrigo astochasticharmonicoscillatortemperaturemodelforthevaluationofweatherderivatives AT alessiogiorgini stochasticharmonicoscillatortemperaturemodelforthevaluationofweatherderivatives AT rogemarsmamon stochasticharmonicoscillatortemperaturemodelforthevaluationofweatherderivatives AT marianitorrodrigo stochasticharmonicoscillatortemperaturemodelforthevaluationofweatherderivatives |
_version_ |
1718411416001576960 |