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Chi-Square Simulation Of The Cir Process And The Heston Model

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  • SIMON J. A. MALHAM

    (Maxwell Institute for Mathematical Sciences and School of Mathematical and Computer Sciences, Heriot-Watt University, Edinburgh EH14 4AS, UK)

  • ANKE WIESE

    (Maxwell Institute for Mathematical Sciences and School of Mathematical and Computer Sciences, Heriot-Watt University, Edinburgh EH14 4AS, UK)

Abstract

The transition probability of a Cox–Ingersoll–Ross process can be represented by a non-central chi-square density. First, we establish a new representation for the central chi-square density based on sums of powers of generalized Gaussian random variables. Second, we show that Marsaglia's polar method extends to this distribution, providing a simple, exact, robust and efficient acceptance–rejection method for generalized Gaussian sampling and thus central chi-square sampling. Third, we derive a simple, high-accuracy, robust and efficient direct inversion method for generalized Gaussian sampling based on the Beasley–Springer–Moro method. Indeed the accuracy of the approximation to the inverse cumulative distribution function is to the tenth decimal place. We then apply our methods to non-central chi-square variance sampling in the Heston model. We focus on the case when the number of degrees of freedom is small and the zero boundary is attracting and attainable, typical in foreign exchange markets. Using the additivity property of the chi-square distribution, our methods apply in all parameter regimes.

Suggested Citation

  • Simon J. A. Malham & Anke Wiese, 2013. "Chi-Square Simulation Of The Cir Process And The Heston Model," International Journal of Theoretical and Applied Finance (IJTAF), World Scientific Publishing Co. Pte. Ltd., vol. 16(03), pages 1-38.
  • Handle: RePEc:wsi:ijtafx:v:16:y:2013:i:03:n:s0219024913500143
    DOI: 10.1142/S0219024913500143
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    References listed on IDEAS

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    1. Alexander Lipton, 2001. "Mathematical Methods for Foreign Exchange:A Financial Engineer's Approach," World Scientific Books, World Scientific Publishing Co. Pte. Ltd., number 4694, February.
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    Cited by:

    1. Malham, Simon J.A. & Wiese, Anke, 2014. "Efficient almost-exact Lévy area sampling," Statistics & Probability Letters, Elsevier, vol. 88(C), pages 50-55.
    2. Cheng, Yuzhong & Hufnagel, Nicole & Masuda, Hiroki, 2024. "Estimation of ergodic square-root diffusion under high-frequency sampling," Econometrics and Statistics, Elsevier, vol. 32(C), pages 73-87.
    3. Simon J. A. Malham & Jiaqi Shen & Anke Wiese, 2020. "Series expansions and direct inversion for the Heston model," Papers 2008.08576, arXiv.org, revised Jan 2021.
    4. Annalena Mickel & Andreas Neuenkirch, 2021. "The Weak Convergence Rate of Two Semi-Exact Discretization Schemes for the Heston Model," Risks, MDPI, vol. 9(1), pages 1-38, January.
    5. Simon J. A. Malham & Anke Wiese & Yifan Xu, 2024. "Direct Inversion for the Squared Bessel Process and Applications," Papers 2412.16655, arXiv.org.

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