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Density approximations for multivariate affine jump-diffusion processes

机译:多元仿射跳跃扩散过程的密度近似

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摘要

We introduce closed-form transition density expansions for multivariate affine jump-diffusion processes. The expansions rely on a general approximation theory which we develop in weighted Hilbert spaces for random variables which possess all polynomial moments. We establish parametric conditions which guarantee existence and differentiability of transition densities of affine models and show how they naturally fit into the approximation framework. Empirjcal applications in option pricing, credit risk, and likelihood inference highlight the usefulness of our expansions. The approximations are extremely fast to evaluate, and they perform very accurately and numerically stable.
机译:我们为多元仿射跳跃扩散过程引入了封闭形式的跃迁密度展开。展开依赖于通用近似理论,该理论是我们在加权希尔伯特空间中为拥有所有多项式矩的随机变量开发的。我们建立参数条件,以保证仿射模型的转移密度的存在和可区分性,并说明它们如何自然地适合于近似框架。期权定价,信用风险和可能性推断中的经验应用突出了我们扩展的有用性。近似值的评估速度非常快,并且它们的执行非常准确且数值稳定。

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