A hierarchical Bayesian model is proposed to jointly estimate parameters. Parameter uncertainty is formally taken into account through a Bayesian framework. Parameters with better reproduction of rainfall statistics are reliably estimated. Seasonal patterns of the estimated parameters are correctly identified. Spatial variability of the parameters is substantially reduced.