EUROPEAN CALL OPTION PRICING BY ESSCHER TRANSFORM

The Black-Scholes model has long been considered as the standard method for pricing options. This model assumes log-return of the stock prices are normally distributed. However, there is much empirical evidence for that these log-return are not normally distributed. Therefore, in this thesis the log...

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Main Author: Hazna Latiefah, Efa
Format: Theses
Language:Indonesia
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Online Access:https://digilib.itb.ac.id/gdl/view/32144
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Institution: Institut Teknologi Bandung
Language: Indonesia
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spelling id-itb.:321442018-12-03T12:43:25ZEUROPEAN CALL OPTION PRICING BY ESSCHER TRANSFORM Hazna Latiefah, Efa Matematika Indonesia Theses Levy Process, European Call Option, Options Pricing, Esscher Transform. INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/32144 The Black-Scholes model has long been considered as the standard method for pricing options. This model assumes log-return of the stock prices are normally distributed. However, there is much empirical evidence for that these log-return are not normally distributed. Therefore, in this thesis the log return of stock prices are modelled with some stochastic process in the family of levy process. This thesis will consider four alternate levy process that included non zero skewness, kurtosis greater than 3 and jumps. They are Normal Inverse Gaussian Process, Shifted Poisson Process, Shifted Gamma Process, and Shifted Inverse Gaussian process. The Fundamental Theorem of Asset Pricing stated that the absence of arbitrage is equivalent to the existence of an equivalent martingale measure. Therefore, a method needed to obtain the equivalent martingale measure. In this thesis, the equivalent martingale measure obtained by Esscher transform. An Esscher transform of a stock-price process induces an equivalent probability measure on the process. The Esscher parameter is determined so that the discounted price of stock is a martingale under the new probability measure. The price of option is simply calculated as the expectation, with respect to the equivalent martingale measure, of the discounted payoffs. For simulation, the levy process are used to fit the log return of PT Astra International Tbk historical data, the log-return of Jakarta Composite Index historical data, and the log return of Alexion Pharmaceutical, Inc historical data. By means of both graphical and quantitative method, it shows that Normal Inverse Gaussian Process performs better than the other processes. At last, this thesis provides a comparison of the prices of European Call Options obtained by each model text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
topic Matematika
spellingShingle Matematika
Hazna Latiefah, Efa
EUROPEAN CALL OPTION PRICING BY ESSCHER TRANSFORM
description The Black-Scholes model has long been considered as the standard method for pricing options. This model assumes log-return of the stock prices are normally distributed. However, there is much empirical evidence for that these log-return are not normally distributed. Therefore, in this thesis the log return of stock prices are modelled with some stochastic process in the family of levy process. This thesis will consider four alternate levy process that included non zero skewness, kurtosis greater than 3 and jumps. They are Normal Inverse Gaussian Process, Shifted Poisson Process, Shifted Gamma Process, and Shifted Inverse Gaussian process. The Fundamental Theorem of Asset Pricing stated that the absence of arbitrage is equivalent to the existence of an equivalent martingale measure. Therefore, a method needed to obtain the equivalent martingale measure. In this thesis, the equivalent martingale measure obtained by Esscher transform. An Esscher transform of a stock-price process induces an equivalent probability measure on the process. The Esscher parameter is determined so that the discounted price of stock is a martingale under the new probability measure. The price of option is simply calculated as the expectation, with respect to the equivalent martingale measure, of the discounted payoffs. For simulation, the levy process are used to fit the log return of PT Astra International Tbk historical data, the log-return of Jakarta Composite Index historical data, and the log return of Alexion Pharmaceutical, Inc historical data. By means of both graphical and quantitative method, it shows that Normal Inverse Gaussian Process performs better than the other processes. At last, this thesis provides a comparison of the prices of European Call Options obtained by each model
format Theses
author Hazna Latiefah, Efa
author_facet Hazna Latiefah, Efa
author_sort Hazna Latiefah, Efa
title EUROPEAN CALL OPTION PRICING BY ESSCHER TRANSFORM
title_short EUROPEAN CALL OPTION PRICING BY ESSCHER TRANSFORM
title_full EUROPEAN CALL OPTION PRICING BY ESSCHER TRANSFORM
title_fullStr EUROPEAN CALL OPTION PRICING BY ESSCHER TRANSFORM
title_full_unstemmed EUROPEAN CALL OPTION PRICING BY ESSCHER TRANSFORM
title_sort european call option pricing by esscher transform
url https://digilib.itb.ac.id/gdl/view/32144
_version_ 1822923801604653056