Real Time Influenza Monitoring Using Hospital Big Data in Combination with Machine Learning Methods: Comparison Study.
Canelle PoirierAudrey LavenuValérie BertaudBoris Campillo-GimenezEmmanuel ChazardMarc CuggiaGuillaume BouzilléPublished in: JMIR public health and surveillance (2018)
We found that EHR data together with historical epidemiological information (French Sentinelles network) allowed for accurately predicting ILI incidence rates for the entire France as well as for the Brittany region and outperformed the internet data whatever was the statistical model used. Moreover, the performance of the two statistical models, elastic net and SVM, was comparable.