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Jumps in intensity models: investigating the performance of Ornstein-Uhlenbeck processes in credit risk modeling

机译:强度模型的跳跃:调查Ornstein-Uhlenbeck流程在信用风险建模中的性能

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摘要

This work presents intensity-based credit risk models where the default intensity of the point process is modeled by an Ornstein-Uhlenbeck type process completely driven by jumps. Under this model we compute the default probability over time by linking it to the characteristic function of the integrated intensity process. In case of the Gamma and the Inverse Gaussian Ornstein-Uhlenbeck processes this leads to a closed-form expression for the default probability and to a straightforward estimate of credit default swaps prices. The model is calibrated to a series of real-market term structures and then used to price a digital default put option. Results are compared with the well known cases of Poisson and CIR dynamics. Possible extensions of the model to the multivariate setting are finally discussed. Keywords Ornstein-Uhlenbeck process - Credit risk - Survival probability - Intensity-based model - Credit default swap
机译:这项工作提出了基于强度的信用风险模型,其中积分过程的默认强度由完全由跳跃驱动的Ornstein-Uhlenbeck型过程建模。在此模型下,我们通过将默认概率与集成强度过程的特征函数关联起来来计算默认概率。在伽玛和高斯逆Ornstein-Uhlenbeck过程的情况下,这将导致违约概率的闭式表达式以及对信用违约掉期价格的直接估计。该模型已针对一系列实际市场期限结构进行了校准,然后用于对数字默认认沽期权进行定价。将结果与著名的泊松和CIR动力学案例进行比较。最后讨论了将模型扩展到多元设置的可能性。关键词Ornstein-Uhlenbeck过程-信用风险-生存概率-基于强度的模型-信用违约互换

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