© The Author(s), under exclusive license to APress Media, LLC, part of Springer Nature 2021
T. C. NokeriData Science Revealedhttps://doi.org/10.1007/978-1-4842-6870-4_11

11. Survival Analysis

Tshepo Chris Nokeri1  
(1)
Pretoria, South Africa
 

This chapter introduces the survival analysis. The method comprises two families: the parametric method and the nonparametric method. Parametric survival analysis models include Weibull, exponential, log-linear, and many others (learn more from Lifelines1). Nonparametric survival analysis models include Kaplan-Meier and Nelson-Aalen.

This chapter covers only the most popular nonparametric model, called the Kaplan-Meier model, which measures a binary variable using time. It has relaxed assumptions about the structure ...

Get Data Science Revealed: With Feature Engineering, Data Visualization, Pipeline Development, and Hyperparameter Tuning now with the O’Reilly learning platform.

O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.