We develop a dynamic multivariate default model for a portfolio of credit-risky assets in which default times are modelled as random variables with possibly dierent marginal distributions, and Levy subordinators are used to model the dependence among default times. In particular, we define a cumulative dynamic hazard process as a Levy subordinator, which allows for jumps and induces positive probabilities of joint defaults. We allow the main asset classes in the portfolio to have different cumulative default probabilities and corresponding dierent cumulative hazard processes. Under this heterogeneous assumption we compute the portfolio loss distribution in closed form. Using an approximation of the loss distribution, we calibrate the model to the tranches of the iTraxx Europe. Once the multivariate default distribution has been estimated, we analyse the distress dependence in the portfolio by computing indicators of systemic risk, such as the Stability Index, the Distress Dependence Matrix and the Probability of Cascade Effects.
A Dynamic Default Dependence Model / Cecchetti, Sara; Nappo, Giovanna. - STAMPA. - (2012).
A Dynamic Default Dependence Model
Sara Cecchetti
;Giovanna Nappo
2012
Abstract
We develop a dynamic multivariate default model for a portfolio of credit-risky assets in which default times are modelled as random variables with possibly dierent marginal distributions, and Levy subordinators are used to model the dependence among default times. In particular, we define a cumulative dynamic hazard process as a Levy subordinator, which allows for jumps and induces positive probabilities of joint defaults. We allow the main asset classes in the portfolio to have different cumulative default probabilities and corresponding dierent cumulative hazard processes. Under this heterogeneous assumption we compute the portfolio loss distribution in closed form. Using an approximation of the loss distribution, we calibrate the model to the tranches of the iTraxx Europe. Once the multivariate default distribution has been estimated, we analyse the distress dependence in the portfolio by computing indicators of systemic risk, such as the Stability Index, the Distress Dependence Matrix and the Probability of Cascade Effects.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.