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PRobabilistic PRedictIon for Smart Mobility under stress scenarios

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Publications

Multi-output Gaussian processes for crowdsourced traffic data imputation

Author(s): F Rodrigues, K Henrickson, FC Pereira
Published in: IEEE Transactions on Intelligent Transportation Systems, 2018, Page(s) 1-10, ISSN 1524-9050

Heteroscedastic Gaussian processes for uncertainty modeling in large-scale crowdsourced traffic data

Author(s): Filipe Rodrigues, Francisco C. Pereira
Published in: Transportation Research Part C: Emerging Technologies, Issue 95, 2018, Page(s) 636-651, ISSN 0968-090X
DOI: 10.1016/j.trc.2018.08.007

Combining time-series and textual data for taxi demand prediction in event areas: A deep learning approach

Author(s): Filipe Rodrigues, Ioulia Markou, Francisco C. Pereira
Published in: Information Fusion, Issue 49, 2019, Page(s) 120-129, ISSN 1566-2535
DOI: 10.1016/j.inffus.2018.07.007

Deep Learning from Crowds