A Tour of Survival Analysis, from Classical to Modern

George H. Chen, Jeremy C. Weiss

Abstract: Survival analysis is used for predicting time-to-event outcomes, such as how long a patient will stay in the hospital, or when the recurrence of a tumor will likely happen. This tutorial aims to go over the basics of survival analysis, how it is used in healthcare, and some of its recent methodological advances from the ML community. We will also discuss open challenges. NOTE: This tutorial has a corresponding notebook: https://sites.google.com/view/chil-survival.