Socio-spatial affiliation networks

•We model a location-based social network as an affiliation network, where the affiliations are the locations visited by the users.•We identify clear signs of location-based homophily.•The type of common locations between users encodes more information about the social connections as compared to the number of common locations visited.•Using only location information for users we provide a system that can recover the social ties between them.