Behavioral Changes

Gozzi, Nicolo, Perrotta, Daniela, Paolotti, Daniela and Perra, Perra ORCID: https://orcid.org/0000-0002-5559-3064 (2020) Towards a data-driven characterization of behavioral changes induced by the seasonal flu. PLoS Computational Biology, 16 (5):e1007879. ISSN 1553-734X (doi:10.1371/journal.pcbi.1007879)

crowdsourcing

Brownstein, John, Chu, Shuyu, Marathe, Achla, Marathe, Madhav, Nguyen, Andre, Paolotti, Daniela, Perra, Nicola ORCID: https://orcid.org/0000-0002-5559-3064, Perrotta, Daniela, Santillana, Mauricio, Swarup, Samarth, Tizzoni, Michele, Vespignani, Alessandro and Ku, Anil (2017) Combining participatory influenza surveillance with modeling and forecasting. JMIR Public Health and Surveillance, 3 (4):e83. ISSN 2369-2960 (Online) (doi:10.2196/publichealth.7344)

Data mining

Zhang, Qian, Gioannini, Corrado, Paolotti, Daniela, Perra, Nicola ORCID: https://orcid.org/0000-0002-5559-3064, Perrotta, Daniela, Quaggiotto, Marco, Tizzoni, Michele and Vespignani, Alessandro (2015) Social data mining and seasonal influenza forecasts: The FluOutlook platform. In: Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings, Part III. Springer International Publishing, Cham, pp. 237-240. ISBN 978-3-319-23460-1 ISSN 0302-9743 (doi:10.1007/978-3-319-23461-8_21)

Digital Epidemiology

Gozzi, Nicolo, Perrotta, Daniela, Paolotti, Daniela and Perra, Perra ORCID: https://orcid.org/0000-0002-5559-3064 (2020) Towards a data-driven characterization of behavioral changes induced by the seasonal flu. PLoS Computational Biology, 16 (5):e1007879. ISSN 1553-734X (doi:10.1371/journal.pcbi.1007879)

disease surveillance

Brownstein, John, Chu, Shuyu, Marathe, Achla, Marathe, Madhav, Nguyen, Andre, Paolotti, Daniela, Perra, Nicola ORCID: https://orcid.org/0000-0002-5559-3064, Perrotta, Daniela, Santillana, Mauricio, Swarup, Samarth, Tizzoni, Michele, Vespignani, Alessandro and Ku, Anil (2017) Combining participatory influenza surveillance with modeling and forecasting. JMIR Public Health and Surveillance, 3 (4):e83. ISSN 2369-2960 (Online) (doi:10.2196/publichealth.7344)

Epidemic modeling

Zhang, Qian, Gioannini, Corrado, Paolotti, Daniela, Perra, Nicola ORCID: https://orcid.org/0000-0002-5559-3064, Perrotta, Daniela, Quaggiotto, Marco, Tizzoni, Michele and Vespignani, Alessandro (2015) Social data mining and seasonal influenza forecasts: The FluOutlook platform. In: Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings, Part III. Springer International Publishing, Cham, pp. 237-240. ISBN 978-3-319-23460-1 ISSN 0302-9743 (doi:10.1007/978-3-319-23461-8_21)

Epidemic modelling

Zhang, Qian, Perra, Nicola ORCID: https://orcid.org/0000-0002-5559-3064, Perrotta, Daniela, Tizzoni, Michele, Paolotti, Daniela and Vespignani, Alessandro (2017) Forecasting seasonal influenza fusing digital indicators and a mechanistic disease model. In: WWW '17 Proceedings of the 26th International Conference on World Wide Web. ACM, pp. 311-319. ISBN 978-1-4503-4913-0 (doi:10.1145/3038912.3052678)

forecasting

Brownstein, John, Chu, Shuyu, Marathe, Achla, Marathe, Madhav, Nguyen, Andre, Paolotti, Daniela, Perra, Nicola ORCID: https://orcid.org/0000-0002-5559-3064, Perrotta, Daniela, Santillana, Mauricio, Swarup, Samarth, Tizzoni, Michele, Vespignani, Alessandro and Ku, Anil (2017) Combining participatory influenza surveillance with modeling and forecasting. JMIR Public Health and Surveillance, 3 (4):e83. ISSN 2369-2960 (Online) (doi:10.2196/publichealth.7344)

non-response bias

Brownstein, John, Chu, Shuyu, Marathe, Achla, Marathe, Madhav, Nguyen, Andre, Paolotti, Daniela, Perra, Nicola ORCID: https://orcid.org/0000-0002-5559-3064, Perrotta, Daniela, Santillana, Mauricio, Swarup, Samarth, Tizzoni, Michele, Vespignani, Alessandro and Ku, Anil (2017) Combining participatory influenza surveillance with modeling and forecasting. JMIR Public Health and Surveillance, 3 (4):e83. ISSN 2369-2960 (Online) (doi:10.2196/publichealth.7344)

Open source indicator

Zhang, Qian, Perra, Nicola ORCID: https://orcid.org/0000-0002-5559-3064, Perrotta, Daniela, Tizzoni, Michele, Paolotti, Daniela and Vespignani, Alessandro (2017) Forecasting seasonal influenza fusing digital indicators and a mechanistic disease model. In: WWW '17 Proceedings of the 26th International Conference on World Wide Web. ACM, pp. 311-319. ISBN 978-1-4503-4913-0 (doi:10.1145/3038912.3052678)

Real-time forecasting

Zhang, Qian, Gioannini, Corrado, Paolotti, Daniela, Perra, Nicola ORCID: https://orcid.org/0000-0002-5559-3064, Perrotta, Daniela, Quaggiotto, Marco, Tizzoni, Michele and Vespignani, Alessandro (2015) Social data mining and seasonal influenza forecasts: The FluOutlook platform. In: Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings, Part III. Springer International Publishing, Cham, pp. 237-240. ISBN 978-3-319-23460-1 ISSN 0302-9743 (doi:10.1007/978-3-319-23461-8_21)

Social media

Zhang, Qian, Perra, Nicola ORCID: https://orcid.org/0000-0002-5559-3064, Perrotta, Daniela, Tizzoni, Michele, Paolotti, Daniela and Vespignani, Alessandro (2017) Forecasting seasonal influenza fusing digital indicators and a mechanistic disease model. In: WWW '17 Proceedings of the 26th International Conference on World Wide Web. ACM, pp. 311-319. ISBN 978-1-4503-4913-0 (doi:10.1145/3038912.3052678)