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    Chapter and Conference Paper

    Route to Time and Time to Route: Travel Time Estimation from Sparse Trajectories

    Due to the rapid development of Internet of Things (IoT) technologies, many online web apps (e.g., Google Map and Uber) estimate the travel time of trajectory data collected by mobile devices. However, in real...

    Zhiwen Zhang, Hongjun Wang, Zipei Fan in Machine Learning and Knowledge Discovery i… (2023)

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    Chapter and Conference Paper

    MepoGNN: Metapopulation Epidemic Forecasting with Graph Neural Networks

    Epidemic prediction is a fundamental task for epidemic control and prevention. Many mechanistic models and deep learning models are built for this task. However, most mechanistic models have difficulty estimat...

    Qi Cao, Renhe Jiang, Chuang Yang, Zipei Fan in Machine Learning and Knowledge Discovery i… (2023)