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Université de Fribourg

Location Prediction over Sparse User Mobility Traces Using RNNs : Flashback in Hidden States!

Yang, Dingqi ; Fankhauser, Benjamin ; Rosso, Paolo ; Cudré-Mauroux, Philippe

In: Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020, p. 2184-2190

Location prediction is a key problem in human mobility modeling, which predicts a user's next location based on historical user mobility traces. As a sequential prediction problem by nature, it has been recently studied using Recurrent Neural Networks (RNNs). Due to the sparsity of user mobility traces, existing techniques strive to improve RNNs by considering spatiotemporal contexts. The...