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2017 | OriginalPaper | Buchkapitel

The Role of Asian Credit Default Swap Index in Portfolio Risk Management

verfasst von : Jianxu Liu, Chatchai Khiewngamdee, Songsak Sriboonchitta

Erschienen in: Robustness in Econometrics

Verlag: Springer International Publishing

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Abstract

This paper aims at evaluating the performance of Asian Credit Default Swap (CDS) index in risk measurement and portfolio optimization by using several multivariate copulas-GARCH models with Expected Shortfall and Sharpe ratio. Multivariate copula-GARCH models consider the volatility and dependence structures of financial assets so that they are conductive to accurately predict risk and optimal portfolio. We find that vine copulas have better performance than other multivariate copulas in model estimation, while the multivariate T copulas have better performance than other kinds of copulas in risk measurement and portfolio optimization. Therefore, the model estimation, risk measurement, and portfolio optimization in empirical study should use different copula models. More importantly, the empirical results give evidences that Asian CDS index can reduce risk.

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Literatur
1.
Zurück zum Zitat Amato JD (2005) Risk aversion and risk premia in the CDS market. BIS Q Rev Amato JD (2005) Risk aversion and risk premia in the CDS market. BIS Q Rev
2.
Zurück zum Zitat Oh DH, Patton AJ (2016) Time-varying systemic risk: evidence from a dynamic copula model of CDS spreads. J Bus Econ Stat (just-accepted):1–47 Oh DH, Patton AJ (2016) Time-varying systemic risk: evidence from a dynamic copula model of CDS spreads. J Bus Econ Stat (just-accepted):1–47
3.
Zurück zum Zitat Schönbucher P (2005) Portfolio losses and the term structure of loss transition rates: a new methodology for the pricing of portfolio credit derivatives. Working paper Schönbucher P (2005) Portfolio losses and the term structure of loss transition rates: a new methodology for the pricing of portfolio credit derivatives. Working paper
4.
Zurück zum Zitat Kiesel R, Scherer M (2007) Dynamic credit portfolio modelling in structural models with jumps. Preprint, Universität Ulm Kiesel R, Scherer M (2007) Dynamic credit portfolio modelling in structural models with jumps. Preprint, Universität Ulm
5.
Zurück zum Zitat Kim DH, Loretan M, Remolona EM (2010) Contagion and risk premia in the amplification of crisis: evidence from Asian names in the global CDS market. J Asian Econ 21(3):314–326CrossRef Kim DH, Loretan M, Remolona EM (2010) Contagion and risk premia in the amplification of crisis: evidence from Asian names in the global CDS market. J Asian Econ 21(3):314–326CrossRef
6.
Zurück zum Zitat Pedersen CM (2003) Valuation of portfolio credit default swaptions. Lehman Brothers Quantitative Credit Research Pedersen CM (2003) Valuation of portfolio credit default swaptions. Lehman Brothers Quantitative Credit Research
7.
Zurück zum Zitat Bo L, Capponi A (2014) Optimal investment in credit derivatives portfolio under contagion risk. Math Finan Bo L, Capponi A (2014) Optimal investment in credit derivatives portfolio under contagion risk. Math Finan
8.
Zurück zum Zitat Raunig B, Scheicher M (2008) A value at risk analysis of credit default swaps Raunig B, Scheicher M (2008) A value at risk analysis of credit default swaps
9.
Zurück zum Zitat Hürlimann W (2004) Multivariate Fréchet copulas and conditional value-at-risk. Int J Math Math Sci 2004(7):345–364CrossRefMATH Hürlimann W (2004) Multivariate Fréchet copulas and conditional value-at-risk. Int J Math Math Sci 2004(7):345–364CrossRefMATH
10.
Zurück zum Zitat Wei YH, Zhang SY (2007) Multivariate Copula-GARCH model and its applications in financial risk analysis. Appl Stat Manage 3:008 Wei YH, Zhang SY (2007) Multivariate Copula-GARCH model and its applications in financial risk analysis. Appl Stat Manage 3:008
11.
12.
Zurück zum Zitat Wang ZR, Chen XH, Jin YB, Zhou YJ (2010) Estimating risk of foreign exchange portfolio: using VaR and CVaR based on GARCHEVT-Copula model. Physica A Stat Mech Appl 389(21):4918–4928CrossRef Wang ZR, Chen XH, Jin YB, Zhou YJ (2010) Estimating risk of foreign exchange portfolio: using VaR and CVaR based on GARCHEVT-Copula model. Physica A Stat Mech Appl 389(21):4918–4928CrossRef
13.
Zurück zum Zitat Emmanouil KN, Nikos N (2012) Extreme value theory and mixed canonical vine Copulas on modelling energy price risks. Working paper Emmanouil KN, Nikos N (2012) Extreme value theory and mixed canonical vine Copulas on modelling energy price risks. Working paper
14.
Zurück zum Zitat Weiß GN, Supper H (2013) Forecasting liquidity-adjusted intraday Value-at-Risk with vine copulas. J Bank Finan 37(9):3334–3350CrossRef Weiß GN, Supper H (2013) Forecasting liquidity-adjusted intraday Value-at-Risk with vine copulas. J Bank Finan 37(9):3334–3350CrossRef
15.
Zurück zum Zitat Sriboonchitta S, Liu J, Kreinovich V, Nguyen HT (2014) A vine copula approach for analyzing financial risk and co-movement of the Indonesian, Philippine and Thailand stock markets. In: Modeling dependence in econometrics. Springer International Publishing, pp 245–257 Sriboonchitta S, Liu J, Kreinovich V, Nguyen HT (2014) A vine copula approach for analyzing financial risk and co-movement of the Indonesian, Philippine and Thailand stock markets. In: Modeling dependence in econometrics. Springer International Publishing, pp 245–257
16.
Zurück zum Zitat Zhang B, Wei Y, Yu J, Lai X, Peng Z (2014) Forecasting VaR and ES of stock index portfolio: a vine copula method. Physica A Stat Mech Appl 416:112–124MathSciNetCrossRef Zhang B, Wei Y, Yu J, Lai X, Peng Z (2014) Forecasting VaR and ES of stock index portfolio: a vine copula method. Physica A Stat Mech Appl 416:112–124MathSciNetCrossRef
17.
Zurück zum Zitat Guegan D, Maugis, PA (2010) An econometric study of vine copulas. SSRN 1590296 Guegan D, Maugis, PA (2010) An econometric study of vine copulas. SSRN 1590296
18.
Zurück zum Zitat Low RKY, Alcock J, Faff R, Brailsford T (2013) Canonical vine copulas in the context of modern portfolio management: are they worth it? J Bank Finan 37(8):3085–3099CrossRef Low RKY, Alcock J, Faff R, Brailsford T (2013) Canonical vine copulas in the context of modern portfolio management: are they worth it? J Bank Finan 37(8):3085–3099CrossRef
20.
Zurück zum Zitat Von Rohr P, Hoeschele I (2002) Bayesian QTL mapping using skewed Student-t distributions. Genetics Selection Evolution 34(1):1CrossRef Von Rohr P, Hoeschele I (2002) Bayesian QTL mapping using skewed Student-t distributions. Genetics Selection Evolution 34(1):1CrossRef
21.
Zurück zum Zitat Wu CC, Chung H, Chang YH (2012) The economic value of co-movement between oil price and exchange rate using copula-based GARCH models. Energy Econ 34(1):270–282CrossRef Wu CC, Chung H, Chang YH (2012) The economic value of co-movement between oil price and exchange rate using copula-based GARCH models. Energy Econ 34(1):270–282CrossRef
22.
Zurück zum Zitat Bedford T, Cooke RM (2001) Monte Carlo simulation of vine dependent random variables for applications in uncertainty analysis. In: 2001 Proceedings of ESREL 2001, Turin, Italy Bedford T, Cooke RM (2001) Monte Carlo simulation of vine dependent random variables for applications in uncertainty analysis. In: 2001 Proceedings of ESREL 2001, Turin, Italy
23.
Zurück zum Zitat Bedford T, Cooke RM (2002) Vines-a new graphical model for dependent random variables. Ann Stat 30(4):10311068MathSciNetMATH Bedford T, Cooke RM (2002) Vines-a new graphical model for dependent random variables. Ann Stat 30(4):10311068MathSciNetMATH
24.
25.
Zurück zum Zitat Brechmann EC, Czado C, Paterlini S (2014) Flexible dependence modeling of operational risk losses and its impact on total capital requirements. J Bank Finan 40:271285CrossRef Brechmann EC, Czado C, Paterlini S (2014) Flexible dependence modeling of operational risk losses and its impact on total capital requirements. J Bank Finan 40:271285CrossRef
26.
Zurück zum Zitat Joe H (2005) Asymptotic efficiency of the two-stage estimation method for copula based models. J Multivar Anal 94:401419MathSciNetCrossRef Joe H (2005) Asymptotic efficiency of the two-stage estimation method for copula based models. J Multivar Anal 94:401419MathSciNetCrossRef
27.
Zurück zum Zitat Rockafellar RT, Uryasev S (2002) Conditional value-at-risk for general loss distributions. J Bank Finan 26(7):1443–1471CrossRef Rockafellar RT, Uryasev S (2002) Conditional value-at-risk for general loss distributions. J Bank Finan 26(7):1443–1471CrossRef
28.
Zurück zum Zitat Liu J, Sriboonchitta S, Phochanachan P, Tang J (2015) Volatility and dependence for systemic risk measurement of the international financial system. Lecture notes in artificial intelligence (Subseries of Lecture notes in computer science), vol 9376. Springer, Heidelberg, pp 403–414 Liu J, Sriboonchitta S, Phochanachan P, Tang J (2015) Volatility and dependence for systemic risk measurement of the international financial system. Lecture notes in artificial intelligence (Subseries of Lecture notes in computer science), vol 9376. Springer, Heidelberg, pp 403–414
29.
Zurück zum Zitat Kupiec P (1995) Techniques for verifying the accuracy of risk measurement models. J Deriv 3:7384CrossRef Kupiec P (1995) Techniques for verifying the accuracy of risk measurement models. J Deriv 3:7384CrossRef
Metadaten
Titel
The Role of Asian Credit Default Swap Index in Portfolio Risk Management
verfasst von
Jianxu Liu
Chatchai Khiewngamdee
Songsak Sriboonchitta
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-50742-2_26