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2017 | OriginalPaper | Chapter

8. Multidimensional Structural Default Models and Correlated Jumps

Author : Andrey Itkin

Published in: Pricing Derivatives Under Lévy Models

Publisher: Springer New York

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Abstract

In this chapter, we extend the MPsDO to the multidimensional case. To make our description more transparent, we use a concrete example, first considered in Itkin and Lipton (Int. J. Comput. Math. 92(12):2380–2405, 2015). In that paper, the structural default model of Lipton and Sepp (J. Credit Risk 5(2):123–146, 2009) is generalized to a set of banks with mutual interbank liabilities whose assets are driven by correlated Lévy processes with idiosyncratic and common components. Below we show how efficient FD schemes can be constructed using the MPsDO under this model in two- and three-dimensional cases. Also, the effects of mutual liabilities are discussed, and numerical examples are given to illustrate these effects.

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Footnotes
1
It should be emphasized that the Vasicek model considers a single-period setting, whereas Lévy models have to be analyzed in continuous time. In addition, Lévy models use infinitely divisible distributions, rather than standard Gaussian random variables.
 
2
The expression given below assumes that the bank assets are allowed to be below its liabilities up to some value determined by the recovery rate. In this case, there is no default if such a breach is observed at some time before the maturity T. In this setup, the default boundary has a kink at t = T.
 
3
In order to better fit the market data, we can replace σ i with the local volatility function σ i (t, A i, t ).
 
4
Since we use splitting on financial processes, pure jump models are naturally covered by the same method. In the latter case, there is no diffusion at the first and third steps of the method, so one has to solve a pure convection equation. This can be achieved by applying various methods known in the fluid mechanics literature; see, e.g., [41].
 
5
By definition of A 2 B , the matrix M 2 is a lower triangular matrix with three nonzero diagonals. The main and the first lower diagonals are positive, and the second lower diagonal is negative. However, the former two dominate the latter.
 
Literature
1.
go back to reference L. Ballotta, E. Bonfiglioli, Multivariate asset models using Lévy processes and applications. Eur. J. Finance. (DOI:10.1080/1351847X.2013.870917), April 2014 L. Ballotta, E. Bonfiglioli, Multivariate asset models using Lévy processes and applications. Eur. J. Finance. (DOI:10.1080/1351847X.2013.870917), April 2014
2.
go back to reference H. Bateman, A. Erdélyi (eds.), Tables of Integral Transforms (McGraw-Hill, New York, 1954) H. Bateman, A. Erdélyi (eds.), Tables of Integral Transforms (McGraw-Hill, New York, 1954)
3.
go back to reference M. Baxter, Lévy simple structural models. Int. J. Theor. Appl. Finance 10, 607–631 (2007)CrossRefMATH M. Baxter, Lévy simple structural models. Int. J. Theor. Appl. Finance 10, 607–631 (2007)CrossRefMATH
4.
go back to reference T.R. Bielecki, S. Crépey, A. Herbertsson, Markov chain models of portfolio credit risk, in The Oxford Handbook of Credit Risk, ed. by A. Lipton, A. Rennie (Oxford University Press, Oxford, 2011), pp. 327–382 T.R. Bielecki, S. Crépey, A. Herbertsson, Markov chain models of portfolio credit risk, in The Oxford Handbook of Credit Risk, ed. by A. Lipton, A. Rennie (Oxford University Press, Oxford, 2011), pp. 327–382
5.
go back to reference F. Black, J.C. Cox, Valuing corporate securities: Some effects of bond indenture provisions. J. Finance 31 (2), 351–367 (1976)CrossRef F. Black, J.C. Cox, Valuing corporate securities: Some effects of bond indenture provisions. J. Finance 31 (2), 351–367 (1976)CrossRef
6.
go back to reference S.S. Clift, P. Forsyth, Numerical solution of two asset jump diffusion models for option valuation. Appl. Numer. Math. 58, 743–782 (2008)MathSciNetCrossRefMATH S.S. Clift, P. Forsyth, Numerical solution of two asset jump diffusion models for option valuation. Appl. Numer. Math. 58, 743–782 (2008)MathSciNetCrossRefMATH
7.
go back to reference R. Cont, P. Tankov, Financial Modelling with Jump Processes. Financial Mathematics Series (Chapman & Hall /CRCl, London, 2004) R. Cont, P. Tankov, Financial Modelling with Jump Processes. Financial Mathematics Series (Chapman & Hall /CRCl, London, 2004)
8.
go back to reference J. Dash, Quantitative Finance and Risk Management: A Physicist’s Approach (World Scientific, Singapore, 2004)CrossRefMATH J. Dash, Quantitative Finance and Risk Management: A Physicist’s Approach (World Scientific, Singapore, 2004)CrossRefMATH
9.
go back to reference G. Deelstra, A. Petkovic, How they can jump together: Multivariate Lévy processes and option pricing. Belgian Actuarial Bull. 9 (1), 29–42 (2009–2010) G. Deelstra, A. Petkovic, How they can jump together: Multivariate Lévy processes and option pricing. Belgian Actuarial Bull. 9 (1), 29–42 (2009–2010)
10.
go back to reference Y. d’Halluin, P.A. Forsyth, K.R. Vetzal, Robust numerical methods for contingent claims under jump diffusion processes. IMA J. Numer. Anal. 25, 87–112 (2005)MathSciNetCrossRefMATH Y. d’Halluin, P.A. Forsyth, K.R. Vetzal, Robust numerical methods for contingent claims under jump diffusion processes. IMA J. Numer. Anal. 25, 87–112 (2005)MathSciNetCrossRefMATH
11.
12.
go back to reference L. Eisenberg, T.H. Noe, Systemic risk in financial systems. Manag. Sci. 47 (2), 236–249 (2001)CrossRefMATH L. Eisenberg, T.H. Noe, Systemic risk in financial systems. Manag. Sci. 47 (2), 236–249 (2001)CrossRefMATH
13.
go back to reference H. Elsinger, A. Lehar, M. Summer, Using market information for banking system risk assessment. Int. J. Central Bank. 2 (1), 137–166 (2006)MATH H. Elsinger, A. Lehar, M. Summer, Using market information for banking system risk assessment. Int. J. Central Bank. 2 (1), 137–166 (2006)MATH
14.
go back to reference J. Garcia, S. Goossens, V. Masol, W. Schoutens, Lévy based correlation. Wilmott J. 1 (2), 95–100 (2009)CrossRef J. Garcia, S. Goossens, V. Masol, W. Schoutens, Lévy based correlation. Wilmott J. 1 (2), 95–100 (2009)CrossRef
15.
go back to reference G. Gauthier, A Lehar, M. Souissi, Macroprudential regulation and systemic capital requirements. Technical Report 2010-4, Bank of Canada, 2010 G. Gauthier, A Lehar, M. Souissi, Macroprudential regulation and systemic capital requirements. Technical Report 2010-4, Bank of Canada, 2010
16.
go back to reference F. Guillaume, The αVG model for multivariate asset pricing: calibration and extension. Rev. Deriv. Res. 16 (1), 25–52 (2013)CrossRefMATH F. Guillaume, The αVG model for multivariate asset pricing: calibration and extension. Rev. Deriv. Res. 16 (1), 25–52 (2013)CrossRefMATH
17.
go back to reference T. Haentjens, K.J. In’t Hout, Alternating direction implicit finite difference schemes for the Heston–Hull–White partial differential equation. J. Comput. Finance 16, 83–110 (2012)CrossRef T. Haentjens, K.J. In’t Hout, Alternating direction implicit finite difference schemes for the Heston–Hull–White partial differential equation. J. Comput. Finance 16, 83–110 (2012)CrossRef
18.
go back to reference N. Hilber, O. Reichmann, C. Winter, C. Schwab, Computational Methods for Quantitative Finance (Springer, New York, 2013)CrossRefMATH N. Hilber, O. Reichmann, C. Winter, C. Schwab, Computational Methods for Quantitative Finance (Springer, New York, 2013)CrossRefMATH
20.
go back to reference K.J. In’t Hout, S. Foulon, ADI finite difference schemes for option pricing in the Heston model with correlation. Int. J. Numer. Anal. Model. 7 (2), 303–320 (2010)MathSciNet K.J. In’t Hout, S. Foulon, ADI finite difference schemes for option pricing in the Heston model with correlation. Int. J. Numer. Anal. Model. 7 (2), 303–320 (2010)MathSciNet
21.
go back to reference K.J. In’t Hout, C. Mishra, Stability of ADI schemes for multidimensional diffusion equations with mixed derivative terms. Appl. Numer. Math. 74, 83–94 (2013)MathSciNetCrossRefMATH K.J. In’t Hout, C. Mishra, Stability of ADI schemes for multidimensional diffusion equations with mixed derivative terms. Appl. Numer. Math. 74, 83–94 (2013)MathSciNetCrossRefMATH
22.
go back to reference K.J. In’t Hout, B.D. Welfert, Stability of ADI schemes applied to convection–diffusion equations with mixed derivative terms. Appl. Numer. Math. 57, 19–35 (2007)MathSciNetCrossRefMATH K.J. In’t Hout, B.D. Welfert, Stability of ADI schemes applied to convection–diffusion equations with mixed derivative terms. Appl. Numer. Math. 57, 19–35 (2007)MathSciNetCrossRefMATH
23.
go back to reference A. Itkin, Splitting and matrix exponential approach for jump–diffusion models with inverse normal Gaussian, hyperbolic, and Meixner jumps. Algorithmic Finance 3, 233–250 (2014)MathSciNet A. Itkin, Splitting and matrix exponential approach for jump–diffusion models with inverse normal Gaussian, hyperbolic, and Meixner jumps. Algorithmic Finance 3, 233–250 (2014)MathSciNet
24.
go back to reference A. Itkin, High-Order Splitting Methods for Forward PDEs and PIDEs. Int. J. Theor. Appl. Finance 18 (5), 1550031–1—1550031–24 (2015) A. Itkin, High-Order Splitting Methods for Forward PDEs and PIDEs. Int. J. Theor. Appl. Finance 18 (5), 1550031–1—1550031–24 (2015)
25.
go back to reference A. Itkin, Efficient solution of backward jump–diffusion PIDEs with splitting and matrix exponentials. J. Comput. Finance 19, 29–70 (2016)CrossRef A. Itkin, Efficient solution of backward jump–diffusion PIDEs with splitting and matrix exponentials. J. Comput. Finance 19, 29–70 (2016)CrossRef
26.
go back to reference A. Itkin, P. Carr, Jumps without tears: A new splitting technology for barrier options. Int. J. Numer. Anal. Model. 8 (4), 667–704 (2011)MathSciNetMATH A. Itkin, P. Carr, Jumps without tears: A new splitting technology for barrier options. Int. J. Numer. Anal. Model. 8 (4), 667–704 (2011)MathSciNetMATH
27.
go back to reference A. Itkin, P. Carr, Using pseudo-parabolic and fractional equations for option pricing in jump diffusion models. Comput. Econ. 40 (1), 63–104 (2012)CrossRefMATH A. Itkin, P. Carr, Using pseudo-parabolic and fractional equations for option pricing in jump diffusion models. Comput. Econ. 40 (1), 63–104 (2012)CrossRefMATH
28.
go back to reference A. Itkin, A. Lipton, Efficient solution of structural default models with correlated jumps and mutual obligations. Int. J. Comput. Math. 92 (12), 2380–2405 (2015)MathSciNetCrossRefMATH A. Itkin, A. Lipton, Efficient solution of structural default models with correlated jumps and mutual obligations. Int. J. Comput. Math. 92 (12), 2380–2405 (2015)MathSciNetCrossRefMATH
30.
go back to reference A.L. Lewis, Option Valuation under Stochastic Volatility (Finance Press, Newport Beach, 2000)MATH A.L. Lewis, Option Valuation under Stochastic Volatility (Finance Press, Newport Beach, 2000)MATH
31.
go back to reference A. Lipton, Assets with jumps. RISK, 149–153 (2002) A. Lipton, Assets with jumps. RISK, 149–153 (2002)
32.
go back to reference A. Lipton, The vol smile problem. RISK, 61–65 (2002) A. Lipton, The vol smile problem. RISK, 61–65 (2002)
33.
go back to reference A. Lipton, A. Sepp, Credit value adjustment for credit default swaps via the structural default model. J. Credit Risk 5 (2), 123–146 (2009)CrossRef A. Lipton, A. Sepp, Credit value adjustment for credit default swaps via the structural default model. J. Credit Risk 5 (2), 123–146 (2009)CrossRef
34.
go back to reference A. Lipton, A. Sepp, Credit value adjustment in the extended structural default model, in The Oxford Handbook of Credit Derivatives, pp. 406–463 (Oxford University, Oxford, 2011) A. Lipton, A. Sepp, Credit value adjustment in the extended structural default model, in The Oxford Handbook of Credit Derivatives, pp. 406–463 (Oxford University, Oxford, 2011)
35.
go back to reference E. Luciano, P. Semeraro, Multivariate time changes for Lévy asset models: characterization and calibration. J. Comput. Appl. Math. 233, 1937–1953 (2010)MathSciNetCrossRefMATH E. Luciano, P. Semeraro, Multivariate time changes for Lévy asset models: characterization and calibration. J. Comput. Appl. Math. 233, 1937–1953 (2010)MathSciNetCrossRefMATH
36.
go back to reference J.F. Mai, M. Scherer, T. Schulz, Sequential modeling of dependent jump processes. Wilmott Mag. 70, 54–63 (2014)CrossRef J.F. Mai, M. Scherer, T. Schulz, Sequential modeling of dependent jump processes. Wilmott Mag. 70, 54–63 (2014)CrossRef
37.
go back to reference A.W. Marshall, I. Olkin, A multivariate exponential distribution. J. Am. Stat. Assoc. 2, 84–98 (1967)MathSciNetMATH A.W. Marshall, I. Olkin, A multivariate exponential distribution. J. Am. Stat. Assoc. 2, 84–98 (1967)MathSciNetMATH
39.
go back to reference R. Merton, On the pricing of corporate debt: The risk structure of interest rates. J. Finance 29, 449–470 (1974) R. Merton, On the pricing of corporate debt: The risk structure of interest rates. J. Finance 29, 449–470 (1974)
41.
go back to reference P.J. Roach, Computational Fluid Dynamics (Hermosa Publishers, Albuquerque, 1976) P.J. Roach, Computational Fluid Dynamics (Hermosa Publishers, Albuquerque, 1976)
42.
go back to reference W. Schoutens, Meixner processes in finance. Technical report, K.U. Leuven–Eurandom, 2001 W. Schoutens, Meixner processes in finance. Technical report, K.U. Leuven–Eurandom, 2001
43.
44.
go back to reference Y. Sun, R. Mendoza-Arriaga, V. Linetsky, Valuation of collateralized debt obligations in a multivariate subordinator model, in Proceedings of the 2011 Winter Simulation Conference (WSC), ed. by S. Jain, R.R. Creasey, J. Himmelspach, K.P. White, M. Fu (IEEE, Phoenix, AZ, 2011), pp. 3742–3754CrossRef Y. Sun, R. Mendoza-Arriaga, V. Linetsky, Valuation of collateralized debt obligations in a multivariate subordinator model, in Proceedings of the 2011 Winter Simulation Conference (WSC), ed. by S. Jain, R.R. Creasey, J. Himmelspach, K.P. White, M. Fu (IEEE, Phoenix, AZ, 2011), pp. 3742–3754CrossRef
45.
go back to reference O. Vasicek, Limiting loan loss probability distribution. Technical report, KMV Co., 1987 O. Vasicek, Limiting loan loss probability distribution. Technical report, KMV Co., 1987
46.
go back to reference O. Vasicek, Loan portfolio value. RISK 15 (12), 160–162 (2002) O. Vasicek, Loan portfolio value. RISK 15 (12), 160–162 (2002)
47.
go back to reference T. von Petersdorff, C. Schwab, Numerical solution of parabolic equations in high dimensions. Math. Modell. Numer. Anal. 38 (1), 93–127 (2004)MathSciNetCrossRefMATH T. von Petersdorff, C. Schwab, Numerical solution of parabolic equations in high dimensions. Math. Modell. Numer. Anal. 38 (1), 93–127 (2004)MathSciNetCrossRefMATH
49.
go back to reference C. Winter, Wavelet Galerkin schemes for option pricing in multidimensional Lévy models, PhD thesis, Eidgenössische Technische Hochschule ETH Zürich, 2009 C. Winter, Wavelet Galerkin schemes for option pricing in multidimensional Lévy models, PhD thesis, Eidgenössische Technische Hochschule ETH Zürich, 2009
50.
go back to reference C. Yang, R. Duraiswami, N.A. Gumerov, L. Davis, Improved fast Gauss transform and efficient kernel density estimation, in EEE International Conference on Computer Vision, pp. 464–471 (2003) C. Yang, R. Duraiswami, N.A. Gumerov, L. Davis, Improved fast Gauss transform and efficient kernel density estimation, in EEE International Conference on Computer Vision, pp. 464–471 (2003)
52.
go back to reference C. Zhou, An analysis of default correlations and multiple defaults. Rev. Financ. Stud. 14 (2), 555–576 (2001)CrossRef C. Zhou, An analysis of default correlations and multiple defaults. Rev. Financ. Stud. 14 (2), 555–576 (2001)CrossRef
Metadata
Title
Multidimensional Structural Default Models and Correlated Jumps
Author
Andrey Itkin
Copyright Year
2017
Publisher
Springer New York
DOI
https://doi.org/10.1007/978-1-4939-6792-6_8

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