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...
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Universiti Kebangsaan Malaysia
2009
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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 |
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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. |
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Chin, Wen Cheong Zaidi Isa, Abu Hassan Shaari Mohd Nor, |
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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 |
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Chin, Wen Cheong Zaidi Isa, Abu Hassan Shaari Mohd Nor, |
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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 |
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Universiti Kebangsaan Malaysia |
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2009 |
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http://journalarticle.ukm.my/40/1/ http://journalarticle.ukm.my/40/ http://www.ukm.my/~jsm/kandungan.html |
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