This CAR model makes a strong spatial assumption and has only one free parameter linked to the conditional variance σ 2. To increase flexibility, Besag et al. (1991) recommend modeling log (θi) as the sum of a CAR process and an unstructured exchangeable component δi ~ N(0,τ2), i = 1, …,n independently: