Font Size: 

Motivated by classification issues in marine studies, we propose a hidden semi-Markov model to segment toroidal time series according to a finite number of latent regimes. The time spent in a given regime and the chances of a regime-switching event are separately modeled by a battery of regression models that depend on time-varying covariates.