Machine Learning for Risk Prediction & Infectious Disease Forecasting

A.I. Naimi & L.B. Balzer. Stacked generalization: An introduction to Super Learning. European Journal of Epidemiology, 33(5):459–464, 2018.

W. Zheng, L. Balzer, M. van der Laan, M. Petersen, and the SEARCH Collaboration. Constrained binary classification using ensemble learning: an application to cost-efficient targeted PrEP strategies. Statistics in Medicine, 37(2):261–279, 2018.

E.L. Ray & N.G. Reich. Prediction of infectious disease epidemics via weighted density ensembles. PLOS Comp Bio. 14(2): e1005910, 2018.

 E.L. Ray, K. Sakrejda, S.A. Lauer, M.A. Johansson, N.G. Reich. Infectious disease prediction with kernel conditional density estimation. Statistics in Medicine. 36(30): 4908-4929, 2017.