Stochastic distortion and stochastic distorted copula
نویسندگان
چکیده
Motivated by the wide applications of distortion function and copulas in insurance and finance, this paper generalizes the notion of deterministic distortion function to a stochastic distortion function, i.e., a random process, and employs the defined stochastic distortion function to construct a so-called stochastic distorted copula. One method for constructing stochastic distortions is provided with a focus on using time-change processes. After giving some families of stochastic distorted copulas, the stochastic distorted copula is applied to a portfolio credit risk model with a numeric study to show the advantage of using stochastic distorted copulas over conventional Gaussian copula and double t copula in terms of fitting accuracy and catching tail dependence.
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