Financial risk evaluations in Malaysian Stock Exchange using extreme-value theory and component-ARCH Model

This study investigates the value-at-risk (VaR) using nonlinear time-varying volatility (ARCH model) and extreme-value-theory (EVT) methodologies. Similar VaR estimation and prediction are observes under the EVT and heavy-tailed long-memory ARCH approaches. The empirical results evidence the EVT-bas...

Full description

Saved in:
Bibliographic Details
Main Authors: Chin, Wen Cheong, Zaidi Isa, Abu Hassan Shaari Mohd Nor
Format: Article
Language:English
Published: Universiti Kebangsaan Malaysia 2009
Online Access:http://journalarticle.ukm.my/40/1/
http://journalarticle.ukm.my/40/
http://www.ukm.my/~jsm/kandungan.html
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Universiti Kebangsaan Malaysia
Language: English
id my-ukm.journal.40
record_format eprints
spelling my-ukm.journal.402016-12-14T06:26:13Z http://journalarticle.ukm.my/40/ Financial risk evaluations in Malaysian Stock Exchange using extreme-value theory and component-ARCH Model Chin, Wen Cheong Zaidi Isa, Abu Hassan Shaari Mohd Nor, This study investigates the value-at-risk (VaR) using nonlinear time-varying volatility (ARCH model) and extreme-value-theory (EVT) methodologies. Similar VaR estimation and prediction are observes under the EVT and heavy-tailed long-memory ARCH approaches. The empirical results evidence the EVT-based VaR are more accurate but only at higher quantiles. It is also found that EVT approach is able to provide a convenient framework for asymmetric properties in both the lower and upper tails which implies that the risk and reward are not equally likely for the short- and long-trading positions in Malaysian stock market. Universiti Kebangsaan Malaysia 2009-08 Article PeerReviewed application/pdf en http://journalarticle.ukm.my/40/1/ Chin, Wen Cheong and Zaidi Isa, and Abu Hassan Shaari Mohd Nor, (2009) Financial risk evaluations in Malaysian Stock Exchange using extreme-value theory and component-ARCH Model. Sains Malaysiana, 38 (4). pp. 567-575. ISSN 0126-6039 http://www.ukm.my/~jsm/kandungan.html
institution Universiti Kebangsaan Malaysia
building Perpustakaan Tun Sri Lanang Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Kebangsaan Malaysia
content_source UKM Journal Article Repository
url_provider http://journalarticle.ukm.my/
language English
description This study investigates the value-at-risk (VaR) using nonlinear time-varying volatility (ARCH model) and extreme-value-theory (EVT) methodologies. Similar VaR estimation and prediction are observes under the EVT and heavy-tailed long-memory ARCH approaches. The empirical results evidence the EVT-based VaR are more accurate but only at higher quantiles. It is also found that EVT approach is able to provide a convenient framework for asymmetric properties in both the lower and upper tails which implies that the risk and reward are not equally likely for the short- and long-trading positions in Malaysian stock market.
format Article
author Chin, Wen Cheong
Zaidi Isa,
Abu Hassan Shaari Mohd Nor,
spellingShingle Chin, Wen Cheong
Zaidi Isa,
Abu Hassan Shaari Mohd Nor,
Financial risk evaluations in Malaysian Stock Exchange using extreme-value theory and component-ARCH Model
author_facet Chin, Wen Cheong
Zaidi Isa,
Abu Hassan Shaari Mohd Nor,
author_sort Chin, Wen Cheong
title Financial risk evaluations in Malaysian Stock Exchange using extreme-value theory and component-ARCH Model
title_short Financial risk evaluations in Malaysian Stock Exchange using extreme-value theory and component-ARCH Model
title_full Financial risk evaluations in Malaysian Stock Exchange using extreme-value theory and component-ARCH Model
title_fullStr Financial risk evaluations in Malaysian Stock Exchange using extreme-value theory and component-ARCH Model
title_full_unstemmed Financial risk evaluations in Malaysian Stock Exchange using extreme-value theory and component-ARCH Model
title_sort financial risk evaluations in malaysian stock exchange using extreme-value theory and component-arch model
publisher Universiti Kebangsaan Malaysia
publishDate 2009
url http://journalarticle.ukm.my/40/1/
http://journalarticle.ukm.my/40/
http://www.ukm.my/~jsm/kandungan.html
_version_ 1643734596199645184