Probability distribution of returns in Heston model for index prices of FTSE Bursa Malaysia KLCI

Financial investment is one of the most lucrative opportunities to earn money if the investors can make smart decision in investing their resources. However, investments involve certain risks, it may generate positive or negative returns, which means it may increase or decrease the investors’ capita...

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Main Author: Tey, Seah Ying
Format: Thesis
Language:English
Published: 2012
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Online Access:http://eprints.utm.my/id/eprint/28514/1/TeySeahYingMFS2012.pdf
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spelling my-utm-ep.285142017-09-20T08:55:52Z Probability distribution of returns in Heston model for index prices of FTSE Bursa Malaysia KLCI 2012-12 Tey, Seah Ying QA Mathematics Financial investment is one of the most lucrative opportunities to earn money if the investors can make smart decision in investing their resources. However, investments involve certain risks, it may generate positive or negative returns, which means it may increase or decrease the investors’ capital. In this study, the probability distribution of returns for the index prices of FTSE Bursa Malaysia KLCI based on the Heston Model with stochastic variance is constructed to analyse its capability in describing the returns for the index prices of FTSE Bursa Malaysia KLCI. The values of parameters in Heston Model of the index prices of FTSE Bursa Malaysia KLCI have been estimated based on Simulated Maximum Likelihood method using SDE toolbox in Matlab. The solutions of the stochastic differential equation were approximated by Euler-Maruyama method. It is found that for complete set of FTSE Bursa Malaysia KLCI data, the probability distribution of log returns for closing prices of FTSE Bursa Malaysia KLCI fitted the theoretical curve (Dragulescu and Yakovenko, 2002) better at time lag, . However, for truncated data of FTSE Bursa Malaysia KLCI, the probability distribution of log returns for closing prices of FTSE Bursa Malaysia KLCI fitted the theoretical curve (Dragulescu and Yakovenko, 2002) better at time lag, 1, 5 and 20. 2012-12 Thesis http://eprints.utm.my/id/eprint/28514/ http://eprints.utm.my/id/eprint/28514/1/TeySeahYingMFS2012.pdf application/pdf en public masters Universiti Teknologi Malaysia, Faculty of Science Faculty of Science
institution Universiti Teknologi Malaysia
collection UTM Institutional Repository
language English
topic QA Mathematics
spellingShingle QA Mathematics
Tey, Seah Ying
Probability distribution of returns in Heston model for index prices of FTSE Bursa Malaysia KLCI
description Financial investment is one of the most lucrative opportunities to earn money if the investors can make smart decision in investing their resources. However, investments involve certain risks, it may generate positive or negative returns, which means it may increase or decrease the investors’ capital. In this study, the probability distribution of returns for the index prices of FTSE Bursa Malaysia KLCI based on the Heston Model with stochastic variance is constructed to analyse its capability in describing the returns for the index prices of FTSE Bursa Malaysia KLCI. The values of parameters in Heston Model of the index prices of FTSE Bursa Malaysia KLCI have been estimated based on Simulated Maximum Likelihood method using SDE toolbox in Matlab. The solutions of the stochastic differential equation were approximated by Euler-Maruyama method. It is found that for complete set of FTSE Bursa Malaysia KLCI data, the probability distribution of log returns for closing prices of FTSE Bursa Malaysia KLCI fitted the theoretical curve (Dragulescu and Yakovenko, 2002) better at time lag, . However, for truncated data of FTSE Bursa Malaysia KLCI, the probability distribution of log returns for closing prices of FTSE Bursa Malaysia KLCI fitted the theoretical curve (Dragulescu and Yakovenko, 2002) better at time lag, 1, 5 and 20.
format Thesis
qualification_level Master's degree
author Tey, Seah Ying
author_facet Tey, Seah Ying
author_sort Tey, Seah Ying
title Probability distribution of returns in Heston model for index prices of FTSE Bursa Malaysia KLCI
title_short Probability distribution of returns in Heston model for index prices of FTSE Bursa Malaysia KLCI
title_full Probability distribution of returns in Heston model for index prices of FTSE Bursa Malaysia KLCI
title_fullStr Probability distribution of returns in Heston model for index prices of FTSE Bursa Malaysia KLCI
title_full_unstemmed Probability distribution of returns in Heston model for index prices of FTSE Bursa Malaysia KLCI
title_sort probability distribution of returns in heston model for index prices of ftse bursa malaysia klci
granting_institution Universiti Teknologi Malaysia, Faculty of Science
granting_department Faculty of Science
publishDate 2012
url http://eprints.utm.my/id/eprint/28514/1/TeySeahYingMFS2012.pdf
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