Recently, the Italian Statistical Agency Istat faced the problem of defining
the new SLL (Local labour Systems) considering the data on commuting flows
between municipalities collected in the last Italian Census (2011) by using a nonhierarchical agglomerative clustering procedure. We propose instead a model based clustering technique that directly accounts for network relations between municipalities
and their position in geographical space. The model is based on latent and manifest
geographical coordinates, a gaussian mixture distribution for the coordinates is
considered and allows us to obtain a clustering of the municipalities based on the flows
(having discounted for the population sizes). The model is estimated on commuting
flows between municipalities in Friuli-Venezia Giulia region using the Bayesian approach.
Results are compared with those recently presented by Istat.
