Social networking sites like Facebook and Twitter are teeming with users and the content posted by them. Several activities like friendship/followership, authoring, commenting on, liking, resharing/retweeting posts typically occur on these sites. In this paper, we make an attempt at the unified modeling of various such activities on social networking sites. We propose a novel joint latent facto...