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Published in: BIT Numerical Mathematics 3/2019

27-04-2019

On a positivity preserving numerical scheme for jump-extended CIR process: the alpha-stable case

Authors: Libo Li, Dai Taguchi

Published in: BIT Numerical Mathematics | Issue 3/2019

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Abstract

We propose a positivity preserving implicit Euler–Maruyama scheme for a jump-extended Cox–Ingersoll–Ross (CIR) process where the jumps are governed by a compensated spectrally positive \(\alpha \)-stable process for \(\alpha \in (1,2)\). Different to the existing positivity preserving numerical schemes for jump-extended CIR or constant elasticity variance process, the model considered here has infinite activity jumps. We calculate, in this specific model, the strong rate of convergence and give some numerical illustrations. Jump extended models of this type were initially studied in the context of branching processes and was recently introduced to the financial mathematics literature to model sovereign interest rates, power and energy markets.

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Appendix
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Literature
1.
go back to reference Asmussen, S., Rosinski, J.: Approximations of small jumps of Levy processes with a view towards simulation. J. Appl. Probab. 38(2), 482–493 (2001)MathSciNetCrossRefMATH Asmussen, S., Rosinski, J.: Approximations of small jumps of Levy processes with a view towards simulation. J. Appl. Probab. 38(2), 482–493 (2001)MathSciNetCrossRefMATH
2.
go back to reference Applebaum, D.: Lévy Process and Stochastic Calculus, 2nd edn. Cambridge University Press, Cambridge (2009)CrossRefMATH Applebaum, D.: Lévy Process and Stochastic Calculus, 2nd edn. Cambridge University Press, Cambridge (2009)CrossRefMATH
3.
go back to reference Alfonsi, A.: On the discretization schemes for the CIR (and Bessel squared) processes. Monte Carlo Methods Appl. 11(4), 355–384 (2005)MathSciNetCrossRefMATH Alfonsi, A.: On the discretization schemes for the CIR (and Bessel squared) processes. Monte Carlo Methods Appl. 11(4), 355–384 (2005)MathSciNetCrossRefMATH
4.
go back to reference Alfonsi, A.: Strong order one convergence of a drift implicit Euler scheme: application to the CIR process. Stat. Probab. Lett. 83(2), 602–607 (2013)MathSciNetCrossRefMATH Alfonsi, A.: Strong order one convergence of a drift implicit Euler scheme: application to the CIR process. Stat. Probab. Lett. 83(2), 602–607 (2013)MathSciNetCrossRefMATH
5.
go back to reference Aghdas, A.S.F., Hossein, S.M., Tahmasebi, T.: Convergence and non-negativity preserving of the solution of balanced method for the delay CIR model with jump. arXiv:1712.03206, Working paper 2017 Aghdas, A.S.F., Hossein, S.M., Tahmasebi, T.: Convergence and non-negativity preserving of the solution of balanced method for the delay CIR model with jump. arXiv:​1712.​03206, Working paper 2017
6.
go back to reference Berkaoui, A., Bossy, M., Diop, A.: Euler scheme for SDEs with non-Lipschitz diffusion coefficient: strong convergence. ESAIM Probab. Stat. 12, 1–11 (2008)MathSciNetCrossRefMATH Berkaoui, A., Bossy, M., Diop, A.: Euler scheme for SDEs with non-Lipschitz diffusion coefficient: strong convergence. ESAIM Probab. Stat. 12, 1–11 (2008)MathSciNetCrossRefMATH
7.
go back to reference Bossy, M., Diop, A.: An efficient discretisation scheme for one dimensional SDEs with a diffusion coefficient function of the form \(|x|^\alpha \), \(\alpha \in [1/2, 1)\). Doctoral dissertation, INRIA (2007) Bossy, M., Diop, A.: An efficient discretisation scheme for one dimensional SDEs with a diffusion coefficient function of the form \(|x|^\alpha \), \(\alpha \in [1/2, 1)\). Doctoral dissertation, INRIA (2007)
8.
go back to reference Brigo, D., Alfonsi, A.: Credit default swap calibration and derivatives pricing with the SSRD stochastic intensity model. Finance Stoch. 9(1), 29–42 (2005)MathSciNetCrossRefMATH Brigo, D., Alfonsi, A.: Credit default swap calibration and derivatives pricing with the SSRD stochastic intensity model. Finance Stoch. 9(1), 29–42 (2005)MathSciNetCrossRefMATH
9.
go back to reference Dereich, S., Neuenkirch, A., Szpruch, L.: An Euler-type method for the strong approximation of the Cox–Ingersoll–Ross process. Proc. R. Soc. A 468(2140), 1105–1115 (2011)MathSciNetCrossRefMATH Dereich, S., Neuenkirch, A., Szpruch, L.: An Euler-type method for the strong approximation of the Cox–Ingersoll–Ross process. Proc. R. Soc. A 468(2140), 1105–1115 (2011)MathSciNetCrossRefMATH
10.
go back to reference Diop, A.: Sur la discrétisation et le comportement à petit bruit d’EDS multidimensionnelles dont les coeffcients sont à dérivées singuliéres. Ph.D. thesis, INRIA (2003) Diop, A.: Sur la discrétisation et le comportement à petit bruit d’EDS multidimensionnelles dont les coeffcients sont à dérivées singuliéres. Ph.D. thesis, INRIA (2003)
11.
go back to reference Duffie, D., Filipović, D., Schachermayer, W.: Affine processes and applications in finance. Ann. Appl. Probab. 13(3), 984–1053 (2003)MathSciNetCrossRefMATH Duffie, D., Filipović, D., Schachermayer, W.: Affine processes and applications in finance. Ann. Appl. Probab. 13(3), 984–1053 (2003)MathSciNetCrossRefMATH
12.
go back to reference Duffie, D., Pan, J., Singleton, K.: Transform analysis and asset pricing for affine jump-diffusions. Econometrica 68(6), 1343–1376 (2000)MathSciNetCrossRefMATH Duffie, D., Pan, J., Singleton, K.: Transform analysis and asset pricing for affine jump-diffusions. Econometrica 68(6), 1343–1376 (2000)MathSciNetCrossRefMATH
13.
14.
go back to reference Hashimoto, H.: Approximation and stability of solutions of SDEs driven by a symmetric \(\alpha \)-stable process with non-Lipschitz coefficients. In: Donati-Martin, C., Lejay, A., Rouault, A. (eds.) Séminaire de probabilités XLV. Lecture Notes in Mathematics, vol. 2078, pp. 181–199. Springer, Heidelberg (2013)CrossRef Hashimoto, H.: Approximation and stability of solutions of SDEs driven by a symmetric \(\alpha \)-stable process with non-Lipschitz coefficients. In: Donati-Martin, C., Lejay, A., Rouault, A. (eds.) Séminaire de probabilités XLV. Lecture Notes in Mathematics, vol. 2078, pp. 181–199. Springer, Heidelberg (2013)CrossRef
15.
go back to reference Hashimoto, H., Tsuchiya, T.: On the convergent rates of Euler–Maruyama schemes for SDEs driven by rotation invariant \(\alpha \)-stable processes. RIMS Kokyuroku 1855, 229–236 (2013) (in Japanese) Hashimoto, H., Tsuchiya, T.: On the convergent rates of Euler–Maruyama schemes for SDEs driven by rotation invariant \(\alpha \)-stable processes. RIMS Kokyuroku 1855, 229–236 (2013) (in Japanese)
16.
go back to reference Hefter, H., Herzwurm, A.: Strong convergence rates for Cox–Ingersoll–Ross processes: full parameter range. J. Math. Anal. Appl. 459(2), 1079–1101 (2018)MathSciNetCrossRefMATH Hefter, H., Herzwurm, A.: Strong convergence rates for Cox–Ingersoll–Ross processes: full parameter range. J. Math. Anal. Appl. 459(2), 1079–1101 (2018)MathSciNetCrossRefMATH
17.
go back to reference Jiao, Y., Ma, C., Scotti, S.: Alpha-CIR model with branching processes in sovereign interest rate modelling. Finance Stoch. 21(3), 789–813 (2017)MathSciNetCrossRefMATH Jiao, Y., Ma, C., Scotti, S.: Alpha-CIR model with branching processes in sovereign interest rate modelling. Finance Stoch. 21(3), 789–813 (2017)MathSciNetCrossRefMATH
19.
go back to reference Kohatsu-Higa, A., Tankov, P.: Jump-adapted discretization schemes for Lévy-driven SDEs. Stoch. Process. Appl. 120(11), 2258–2285 (2010)CrossRefMATH Kohatsu-Higa, A., Tankov, P.: Jump-adapted discretization schemes for Lévy-driven SDEs. Stoch. Process. Appl. 120(11), 2258–2285 (2010)CrossRefMATH
20.
go back to reference Li, Z., Mytnik, L.: Strong solutions for stochastic differential equations with jumps. Ann. Inst. H. Poincaré Probab. Stat. 47(4), 1055–1067 (2011)MathSciNetCrossRefMATH Li, Z., Mytnik, L.: Strong solutions for stochastic differential equations with jumps. Ann. Inst. H. Poincaré Probab. Stat. 47(4), 1055–1067 (2011)MathSciNetCrossRefMATH
21.
go back to reference Li, Z., Ma, C.: Asymptotic properties of estimators in a stable Cox–Ingersoll–Ross model. Stoch. Process. Appl. 125(8), 3196–3233 (2015)MathSciNetCrossRefMATH Li, Z., Ma, C.: Asymptotic properties of estimators in a stable Cox–Ingersoll–Ross model. Stoch. Process. Appl. 125(8), 3196–3233 (2015)MathSciNetCrossRefMATH
22.
go back to reference Li, L., Taguchi, D.: On the Euler–Maruyama scheme for spectrally one-sided Lévy driven SDEs with Hölder continuous coefficients. Stat. Probab. Lett. 146, 15–26 (2019)CrossRefMATH Li, L., Taguchi, D.: On the Euler–Maruyama scheme for spectrally one-sided Lévy driven SDEs with Hölder continuous coefficients. Stat. Probab. Lett. 146, 15–26 (2019)CrossRefMATH
23.
go back to reference Milstein, G.N., Repin, Y.M., Tretyakov, M.V.: Numerical methods for stochastic systems preserving symplectic structure. SIAM J. Numer. Anal. 40(4), 1583–1604 (2002)MathSciNetCrossRefMATH Milstein, G.N., Repin, Y.M., Tretyakov, M.V.: Numerical methods for stochastic systems preserving symplectic structure. SIAM J. Numer. Anal. 40(4), 1583–1604 (2002)MathSciNetCrossRefMATH
24.
go back to reference Neuenkirch, A., Szpruch, L.: First order strong approximations of scalar SDEs defied in a domain. Numer. Math. 128, 103–136 (2014)MathSciNetCrossRefMATH Neuenkirch, A., Szpruch, L.: First order strong approximations of scalar SDEs defied in a domain. Numer. Math. 128, 103–136 (2014)MathSciNetCrossRefMATH
25.
go back to reference Stamatiou, I.: An explicit positivity preserving numerical scheme for CIR/CEV type delay models with jump. arXiv:1803.00327, Working Paper 2018 Stamatiou, I.: An explicit positivity preserving numerical scheme for CIR/CEV type delay models with jump. arXiv:​1803.​00327, Working Paper 2018
26.
go back to reference Sato, K.: Lévy Processes and Infinitely Divisible Distributions. Cambridge University Press, Cambridge (2011) Sato, K.: Lévy Processes and Infinitely Divisible Distributions. Cambridge University Press, Cambridge (2011)
27.
go back to reference Yamada, T., Watanabe, S.: On the uniqueness of solutions of stochastic differential equations. J. Math. Kyoto Univ. 11, 155–167 (1971)MathSciNetCrossRefMATH Yamada, T., Watanabe, S.: On the uniqueness of solutions of stochastic differential equations. J. Math. Kyoto Univ. 11, 155–167 (1971)MathSciNetCrossRefMATH
28.
go back to reference Yang, X., Wang, X.: A transformed jump-adapted backward Euler method for jump-extended CIR and CEV models. Numer. Algorithms 74(1), 39–57 (2017)MathSciNetCrossRefMATH Yang, X., Wang, X.: A transformed jump-adapted backward Euler method for jump-extended CIR and CEV models. Numer. Algorithms 74(1), 39–57 (2017)MathSciNetCrossRefMATH
Metadata
Title
On a positivity preserving numerical scheme for jump-extended CIR process: the alpha-stable case
Authors
Libo Li
Dai Taguchi
Publication date
27-04-2019
Publisher
Springer Netherlands
Published in
BIT Numerical Mathematics / Issue 3/2019
Print ISSN: 0006-3835
Electronic ISSN: 1572-9125
DOI
https://doi.org/10.1007/s10543-019-00753-8

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