Combining Search, Social Media, and Traditional Data Sources to Improve Influenza Surveillance

Mauricio Santillana, Andre T. Nguyen, Mark Dredze +2

We present a machine learning-based methodology capable of providing real-time ("nowcast") and forecast estimates of influenza activity in the US by leveraging data from multiple d…