Public transportation is essential in people’s daily life and it is crucial to understand how people move around the city. Some prior works have exploited GPS, Wi-Fi or bluetooth to collect data, in which extra sensors or devices were needed. Other works uti- lized data from smart card systems. However, some public trans- portation systems have their own smart card system and the smart card data cannot include all kinds of transportation modes, which makes it unsuitable for our study. Nowadays, each user has his/her own mobile phones and from the cellular data of mobile phone service providers, it is possible to know the uses’ transportation mode and fine-grained crowd flows. As such, given a set of cel- lular data, in this talk, I will introduce our system for public transportation mode detection, crowd density estimation, and crowd flow estimation. Note that we only have cellular data, no extra sensor data collected from users’ mobile phones.
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