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Fourier methods for pricing early-exercise options under levy dynamics

Thesis(MSc)--Stellenbosch University, 2012.

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Main Author: Fadina, Tolulope Rhoda
Other Authors: Ouwehand, P. W.
Format: Thesis
Language:en_ZA
Published: Stellenbosch : Stellenbosch University 2012
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access_status_str Open Access
author Fadina, Tolulope Rhoda
author2 Ouwehand, P. W.
author_browse Fadina, Tolulope Rhoda
Ouwehand, P. W.
author_facet Ouwehand, P. W.
Fadina, Tolulope Rhoda
author_sort Fadina, Tolulope Rhoda
collection Thesis
dc_rights_str_mv Stellenbosch Univesity
description Thesis(MSc)--Stellenbosch University, 2012.
format Thesis
id oai:scholar.sun.ac.za:10019.1/71860
institution Stellenbosch University (South Africa)
language en_ZA
last_indexed 2026-06-10T12:46:37.536Z
license_str Other — see source repository
provenance_str_mv Harvested via OAI-PMH from SUNScholar — Stellenbosch University Repository
publishDate 2012
publishDateRange 2012
publishDateSort 2012
publisher Stellenbosch : Stellenbosch University
publisherStr Stellenbosch : Stellenbosch University
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source_str SUNScholar — Stellenbosch University Repository
spelling oai:scholar.sun.ac.za:10019.1/71860 Fourier methods for pricing early-exercise options under levy dynamics Fadina, Tolulope Rhoda Ouwehand, P. W. Stellenbosch University. Faculty of Science. Dept. of Mathematical Sciences. Options (Finanve) -- Prices Fourier transformations Levy processes Dissertations -- Mathematics Theses -- Mathematics Thesis(MSc)--Stellenbosch University, 2012. ENGLISH ABSTRACT: The pricing of plain vanilla options, including early exercise options, such as Bermudan and American options, forms the basis for the calibration of financial models. As such, it is important to be able to price these options quickly and accurately. Empirical studies suggest that asset dynamics have jump components which can be modelled by exponential Lévy processes. As such models often have characteristic functions available in closed form, it is possible to use Fourier transform methods, and particularly, the Fast Fourier Transform, to price such options efficiently. In this dissertation we investigate and implement four such methods, dubbed the Carr- Madan method, the convolution method, the COS method and the Fourier spacetime stepping method. We begin by pricing European options using these Fourier methods in the Black-Scholes, Variance Gamma and Normal Inverse Gaussian models. Thereafter, we investigate the pricing of Bermudan and American options in the Black-Scholes and Variance Gamma models. Throughout, we compare the four Fourier pricing methods for accuracy and computational efficiency. AFRIKAANSE OPSOMMING: Die prysbepaling van gewone vanilla opsies, insluitende opsies wat vroeg uitgeoefen kan word, soos Bermuda-en Amerikaanse opsies, is grondliggend vir die kalibrering van finansiële modelle. Dit is daarom belangrik dat die pryse van sulke opsies vinnig en akkuraat bepaal kan word. Empiriese studies toon aan dat batebewegings sprongkomponente besit, wat gemodelleer kan word met behulp van exponensiëele Lévyprosesse. Aangesien hierdie modelle dikwels karakteristieke funksies het wat beskikbaar is in geslote vorm, is dit moontlik om Fourier-transform metodes, en in besonders die vinnige Fourier-transform, te gebruik om opsiepryse doeltreffend te bepaal. In hierdie proefskrif ondersoek en implementeer ons vier sulke metodes, genaamd die Carr-Madan metode, die konvolusiemetode, die COS-metode en die Fourier ruimte-tydstap metode. Ons begin deur die pryse van Europese opsies in die Black-Scholes, Gammavariansie (Engels: Variance gamma) en Normaal Invers Gauss (Engels: Normal Inverse Gaussian)-modelle te bepaal met behulp van die vier Fourier-metodes. Daarna ondersoek ons die prysbepaling van Bermuda-en Amerikaanse opsies in die Black-Scholes en Gammavariansiemodelle. Deurlopend vergelyk ons die vier Fourier-metodes vir akkuraatheid en berekeningsdoeltreffendheid. 2012-10-08T09:33:11Z 2012-12-12T08:15:17Z 2012-10-08T09:33:11Z 2012-12-12T08:15:17Z 2012-12 Thesis http://hdl.handle.net/10019.1/71860 en_ZA Stellenbosch Univesity 134 p. : ill. application/pdf Stellenbosch : Stellenbosch University
spellingShingle Options (Finanve) -- Prices
Fourier transformations
Levy processes
Dissertations -- Mathematics
Theses -- Mathematics
Fadina, Tolulope Rhoda
Fourier methods for pricing early-exercise options under levy dynamics
title Fourier methods for pricing early-exercise options under levy dynamics
title_full Fourier methods for pricing early-exercise options under levy dynamics
title_fullStr Fourier methods for pricing early-exercise options under levy dynamics
title_full_unstemmed Fourier methods for pricing early-exercise options under levy dynamics
title_short Fourier methods for pricing early-exercise options under levy dynamics
title_sort fourier methods for pricing early exercise options under levy dynamics
topic Options (Finanve) -- Prices
Fourier transformations
Levy processes
Dissertations -- Mathematics
Theses -- Mathematics
url http://hdl.handle.net/10019.1/71860
work_keys_str_mv AT fadinatoluloperhoda fouriermethodsforpricingearlyexerciseoptionsunderlevydynamics