Small-area statistical estimation of claim risk

We consider the problem of modeling association between continuous covariates and count tables. We propose a hierarchical model which takes into account the complex structure of interactions, imposes sparsity for covariate selection and allows for heterogeneity in the covariate effects through a subject specific regression and still it is computationally tractable. We illustrate the proposed approach through a simple example.