Introduction to Survival Analysis Procedures

Parametric Accelerated Failure Time Models: The LIFEREG Procedure

The LIFEREG procedure fits parametric accelerated failure time models to survival data that can be left-, right-, or interval-censored. The parametric model is of the form

y equals bold x prime bold-italic beta plus sigma epsilon

where y is usually the log of the failure time variable, bold x is a vector of covariate values, bold-italic beta is a vector of unknown regression parameters, sigma is an unknown scale parameter, and epsilon is an error term. The baseline distribution of the error term can be specified as one of several possible distributions, including (but not limited to) the log-normal, log-logistic, and Weibull distributions. Texts that discuss these parametric models include Kalbfleisch and Prentice (1980); Lawless (1982); Nelson (1990); Meeker and Escobar (1998). For more information about PROC LIFEREG, see ChapterĀ 76, The LIFEREG Procedure.

Last updated: December 09, 2022