I. Introduction
With the fast development of sensing, computing, and networking techniques, social media and mobile devices have recently experienced a rapid growth, generating huge volumes of social signals almost in real-time. These social signals, from drivers' GPS coordinates, mobile phones' billing records to messages post on social media, record spatial, temporal and emotional information and establish the data foundation for social transportation research [1], [2].