1 Hit in 0.034 sec

Polyhazard models with dependent causes

Rodrigo Tsai, Luiz Koodi Hotta
2013 Brazilian Journal of Probability and Statistics  
Polyhazard models constitute a flexible family for fitting lifetime data. The main advantages over single hazard models include the ability to represent hazard rate functions with unusual shapes and the ease of including covariates. The primary goal of this paper was to include dependence among the latent causes of failure by modeling dependence using copula functions. The choice of the copula function as well as the latent hazard functions results in a flexible class of survival functions that
more » ... ival functions that is able to represent hazard rate functions with unusual shapes, such as bathtub or multimodal curves, while also modeling local effects associated with competing risks. The model is applied to two sets of simulated data as well as to data representing the unemployment duration of a sample of socially insured German workers. Model identification and estimation are also discussed.
doi:10.1214/12-bjps185 fatcat:zz6n7xzxhrfe7f56ytwpemhp2m