Systems and methods are disclosed to detect communities of a social network by receiving linked documents from the social network; generating one or more conditional link models and one or more discriminative content models from the linked documents; creating a discriminative model by combining the one or more conditional link models and discriminative content models; and applying the discriminative model to the social networks.