Estimating risk of foreign exchange portfolio: Using VaR and CVaR based on GARCH–EVT-Copula model
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DOI: 10.1016/j.physa.2010.07.012
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- Zongrun Wang & Weitao Wu & Chao Chen & Yanju Zhou, 2010. "The exchange rate risk of Chinese yuan: Using VaR and ES based on extreme value theory," Journal of Applied Statistics, Taylor & Francis Journals, vol. 37(2), pages 265-282.
- Genest, Christian & Rémillard, Bruno & Beaudoin, David, 2009. "Goodness-of-fit tests for copulas: A review and a power study," Insurance: Mathematics and Economics, Elsevier, vol. 44(2), pages 199-213, April.
- Lee, Tae-Hwy & Long, Xiangdong, 2009. "Copula-based multivariate GARCH model with uncorrelated dependent errors," Journal of Econometrics, Elsevier, vol. 150(2), pages 207-218, June.
- Junker, Markus & Szimayer, Alex & Wagner, Niklas, 2006.
"Nonlinear term structure dependence: Copula functions, empirics, and risk implications,"
Journal of Banking & Finance, Elsevier, vol. 30(4), pages 1171-1199, April.
- Markus Junker & Alexander Szimayer & Niklas Wagner, 2004. "Nonlinear Term Structure Dependence: Copula Functions, Empirics, and Risk Implications," Econometrics 0401007, University Library of Munich, Germany.
- Isabelle Huault & V. Perret & S. Charreire-Petit, 2007. "Management," Post-Print halshs-00337676, HAL.
- Fernandez, Viviana, 2008.
"Copula-based measures of dependence structure in assets returns,"
Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 387(14), pages 3615-3628.
- Viviana Fernandez, 2006. "Copula-based measures of dependence structure in assets returns," Documentos de Trabajo 228, Centro de Economía Aplicada, Universidad de Chile.
- Panchenko, Valentyn, 2005.
"Goodness-of-fit test for copulas,"
Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 355(1), pages 176-182.
- Panchenko, V., 2004. "Goodness-of-fit test for copulas," CeNDEF Working Papers 04-16, Universiteit van Amsterdam, Center for Nonlinear Dynamics in Economics and Finance.
- Geman, Hélyette & Kharoubi, Cécile, 2008. "WTI crude oil Futures in portfolio diversification: The time-to-maturity effect," Journal of Banking & Finance, Elsevier, vol. 32(12), pages 2553-2559, December.
- Kole, Erik & Koedijk, Kees & Verbeek, Marno, 2007.
"Selecting copulas for risk management,"
Journal of Banking & Finance, Elsevier, vol. 31(8), pages 2405-2423, August.
- Koedijk, Kees & Verbeek, Marno & Kole, Erik, 2006. "Selecting Copulas for Risk Management," CEPR Discussion Papers 5652, C.E.P.R. Discussion Papers.
- McNeil, Alexander J. & Frey, Rudiger, 2000. "Estimation of tail-related risk measures for heteroscedastic financial time series: an extreme value approach," Journal of Empirical Finance, Elsevier, vol. 7(3-4), pages 271-300, November.
- Andrew J. Patton, 2006. "Modelling Asymmetric Exchange Rate Dependence," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 47(2), pages 527-556, May.
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- Karmakar, Madhusudan, 2017. "Dependence structure and portfolio risk in Indian foreign exchange market: A GARCH-EVT-Copula approach," The Quarterly Review of Economics and Finance, Elsevier, vol. 64(C), pages 275-291.
- Zhichao Zhang & Li Ding & Fan Zhang & Zhuang Zhang, 2015. "Optimal Currency Composition for China's Foreign Reserves: A Copula Approach," The World Economy, Wiley Blackwell, vol. 38(12), pages 1947-1965, December.
- Florentina Paraschiv & Stine Marie Reese & Margrethe Ringkjøb Skjelstad, 2020. "Portfolio stress testing applied to commodity futures," Computational Management Science, Springer, vol. 17(2), pages 203-240, June.
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- Lin, Saiyan & Chen, Rongda & Lv, Zhihong & Zhou, Tianqing & Jin, Chenglu, 2019. "Integrated measurement of liquidity risk and market risk of company bonds based on the optimal Copula model," The North American Journal of Economics and Finance, Elsevier, vol. 50(C).
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- Kim, Dongwhan & Kang, Kyu Ho, 2021. "Conditional value-at-risk forecasts of an optimal foreign currency portfolio," International Journal of Forecasting, Elsevier, vol. 37(2), pages 838-861.
- Aloui, Chaker & Jammazi, Rania, 2015. "Dependence and risk assessment for oil prices and exchange rate portfolios: A wavelet based approach," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 436(C), pages 62-86.
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- M. Akhtaruzzaman & A.K. Banerjee & S. Boubaker & F. Moussa, 2023. "Does Green Improve Portfolio Optimisation?," Post-Print hal-04435509, HAL.
- Aleš Kresta, 2015. "Application of Performance Ratios in Portfolio Optimization," Acta Universitatis Agriculturae et Silviculturae Mendelianae Brunensis, Mendel University Press, vol. 63(6), pages 1969-1977.
- Lahmiri, Salim, 2017. "Asymmetric and persistent responses in price volatility of fertilizers through stable and unstable periods," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 466(C), pages 405-414.
- Hong Qiu & Genhua Hu & Yuhong Yang & Jeffrey Zhang & Ting Zhang, 2020. "Modeling the Risk of Extreme Value Dependence in Chinese Regional Carbon Emission Markets," Sustainability, MDPI, vol. 12(19), pages 1-15, September.
- Wei, Yu, 2012. "Forecasting volatility of fuel oil futures in China: GARCH-type, SV or realized volatility models?," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 391(22), pages 5546-5556.
- Mateusz Buczyński & Marcin Chlebus, 2021. "GARCHNet - Value-at-Risk forecasting with novel approach to GARCH models based on neural networks," Working Papers 2021-08, Faculty of Economic Sciences, University of Warsaw.
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Keywords
GARCH–EVT-Copula model; Exchange rate; Portfolio risk; VaR and CVaR;All these keywords.
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