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Brownian motion assumption is popular used in financial mathematics modelling, but brownian motion could not theoritically capture jumps phenomenons in real <br /> <br /> <br /> <br /> <br /> financial data. Many literatures said Levy Process is extremely fashiona...

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Main Author: PUTRA UTAMA (NIM : 10109067); pembimbing : Dr. Muhammad Syamsuddin, M.Com, ADITYA
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/14657
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:14657
spelling id-itb.:146572017-09-27T11:43:09Z#TITLE_ALTERNATIVE# PUTRA UTAMA (NIM : 10109067); pembimbing : Dr. Muhammad Syamsuddin, M.Com, ADITYA Indonesia Final Project INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/14657 Brownian motion assumption is popular used in financial mathematics modelling, but brownian motion could not theoritically capture jumps phenomenons in real <br /> <br /> <br /> <br /> <br /> financial data. Many literatures said Levy Process is extremely fashionable with financial data because by generalizing the brownian motion into Levy process allow <br /> <br /> <br /> <br /> <br /> us to capture jumps. Besides, some real financial datas, such as interest rate and exchange rate, have mean-reverting property. One of common process to model the mean-reverting data is Ornstein-Uhlenbeck process, but Its value could be negative. In fact, the interest rate and exchange rate could not be negative. The Ornstein-Uhlenbeck process also could not capture jumps phenomenons. Lacks of Ornstein-Uhlenbeck process is covered if the brownian motion as the basic of Ornstein-Uhlenbeck process change into subordinator Levy process, the general stochastic process. Inverse Gaussian process is choosen to represent the subordinator Euler discritization scheme is popular method to simulate the Ornstein-Uhlenbeck process with estimated parameters by method of moments. 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
description Brownian motion assumption is popular used in financial mathematics modelling, but brownian motion could not theoritically capture jumps phenomenons in real <br /> <br /> <br /> <br /> <br /> financial data. Many literatures said Levy Process is extremely fashionable with financial data because by generalizing the brownian motion into Levy process allow <br /> <br /> <br /> <br /> <br /> us to capture jumps. Besides, some real financial datas, such as interest rate and exchange rate, have mean-reverting property. One of common process to model the mean-reverting data is Ornstein-Uhlenbeck process, but Its value could be negative. In fact, the interest rate and exchange rate could not be negative. The Ornstein-Uhlenbeck process also could not capture jumps phenomenons. Lacks of Ornstein-Uhlenbeck process is covered if the brownian motion as the basic of Ornstein-Uhlenbeck process change into subordinator Levy process, the general stochastic process. Inverse Gaussian process is choosen to represent the subordinator Euler discritization scheme is popular method to simulate the Ornstein-Uhlenbeck process with estimated parameters by method of moments.
format Final Project
author PUTRA UTAMA (NIM : 10109067); pembimbing : Dr. Muhammad Syamsuddin, M.Com, ADITYA
spellingShingle PUTRA UTAMA (NIM : 10109067); pembimbing : Dr. Muhammad Syamsuddin, M.Com, ADITYA
#TITLE_ALTERNATIVE#
author_facet PUTRA UTAMA (NIM : 10109067); pembimbing : Dr. Muhammad Syamsuddin, M.Com, ADITYA
author_sort PUTRA UTAMA (NIM : 10109067); pembimbing : Dr. Muhammad Syamsuddin, M.Com, ADITYA
title #TITLE_ALTERNATIVE#
title_short #TITLE_ALTERNATIVE#
title_full #TITLE_ALTERNATIVE#
title_fullStr #TITLE_ALTERNATIVE#
title_full_unstemmed #TITLE_ALTERNATIVE#
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url https://digilib.itb.ac.id/gdl/view/14657
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