A tractable multivariate default model based on a stochastic time-change
Document type:
Zeitschriftenaufsatz
Author(s):
Mai, J.; Scherer, M.
Non-TUM Co-author(s):
nein
Cooperation:
-
Abstract:
A stochastic time-change is applied to introduce dependence to a portfolio of credit-risky assets whose default times are modeled as random variables with arbitrary distribution. The dependence structure of the vector of default times is completely separated from its marginal default probabilities, making the model analytically tractable. This separation is achieved by restricting the time-change to suitable Levy subordinators which preserve the marginal distributions. Jumps of the Levy subordinator are interpreted as times of excess default clustering. Relevant for practical implementations is that the parameters of the time-change allow for an intuitive economical explanation and can be calibrated independently of the marginal default probabilities. On a theoretical level, a so-called time normalization allows to compute the resulting copula of the default times. Moreover, the exact portfolio-loss distribution and an approximation for large portfolios under a homogeneous portfolio assumption are derived. Given these results, the pricing of complex portfolio derivatives is possible in closed-form. Three different implementations of the model are proposed using a compound Poisson subordinator, a Gamma subordinator, and an Inverse Gaussian subordinator. In each case using two parameters to adjust the dependence structure, the model is capable of capturing the full range of dependence patterns from independence to complete comonotonicity. A simultaneous calibration to portfolio-CDS spreads and CDO tranche spreads is carried out to demonstrate the model's applicability.
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A stochastic time-change is applied to introduce dependence to a portfolio of credit-risky assets whose default times are modeled as random variables with arbitrary distribution. The dependence structure of the vector of default times is completely separated from its marginal default probabilities, making the model analytically tractable. This separation is achieved by restricting the time-change to suitable Levy subordinators which preserve the marginal distributions. Jumps of the Levy subordin...
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Intellectual Contribution:
Discipline-based Research
Journal title:
International Journal of Theoretical and Applied Finance