Basic affine jump diffusion

In probability theory, a basic affine jump diffusion (basic AJD) is a stochastic process Z of the form

dZ_{t}=\kappa (\theta -Z_{t})\,dt+\sigma {\sqrt {Z_{t}}}\,dB_{t}+dJ_{t},\qquad t\geq 0,Z_{0}\geq 0,

where B is a standard Brownian motion, and J is an independent compound Poisson process with constant jump intensity l and independent exponentially distributed jumps with mean \mu . For the process to be well defined, it is necessary that \kappa \theta \geq 0 and \mu \geq 0. A basic AJD is a special case of an affine process and of a jump diffusion. On the other hand, the Cox–Ingersoll–Ross (CIR) process is a special case of a basic AJD.

Basic AJDs are attractive for modeling default times in credit risk applications,[1][2][3][4] since both the moment generating function

m\left(q\right)=\operatorname {E} \left(e^{q\int _{0}^{t}Z_{s}\,ds}\right),\qquad q\in \mathbb {R} ,

and the characteristic function

\varphi \left(u\right)=\operatorname {E} \left(e^{iu\int _{0}^{t}Z_{s}\,ds}\right),\qquad u\in \mathbb {R} ,

are known in closed form.[3]

The characteristic function allows one to calculate the density of an integrated basic AJD

\int _{0}^{t}Z_{s}\,ds

by Fourier inversion, which can be done efficiently using the FFT.

References

  1. Darrell Duffie, Nicolae Gârleanu (2001). "Risk and Valuation of Collateralized Debt Obligations". Financial Analysts Journal 57: 41–59. doi:10.2469/faj.v57.n1.2418. Preprint
  2. Allan Mortensen (2006). "Semi-Analytical Valuation of Basket Credit Derivatives in Intensity-Based Models". Journal of Derivatives 13: 8–26. doi:10.3905/jod.2006.635417. Preprint
  3. 1 2 Andreas Ecker (2009). "Computational Techniques for basic Affine Models of Portfolio Credit Risk". Journal of Computational Finance 13: 63–97.
  4. Peter Feldhütter, Mads Stenbo Nielsen (2010). "Systematic and idiosyncratic default risk in synthetic credit markets". Preprint


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