Bayesian clustering for portfolio credit risk
Credit risk models for loan portfolios typically assume that exposures can be assigned to homogeneous risk buckets, as in Vasicek- and Basel-style portfolio credit risk models.We propose a Bayesian clustering model for constructing homogeneous risk buckets directly from loan credit histories. In contrast to traditional segmentation, the framework assigns weighted memberships across multiple clusters, capturing…