Artículos de revistas
A New Class of Cure Rate Survival Models: Properties, Inference and Applications
Fecha
2021-01-01Registro en:
Advances In Data Science And Adaptive Analysis. Singapore: World Scientific Publ Co Pte Ltd, v. 13, n. 01, 15 p., 2021.
2424-922X
10.1142/S2424922X21500017
WOS:000656889900001
Autor
Universidade Estadual Paulista (Unesp)
Universidade de São Paulo (USP)
Institución
Resumen
We propose a new class of survival models for time-to-event data with a cure fraction. This new model is an extension of the promotion time cure rate model. Furthermore, we extend the model to the regression model to evaluate the effect of covariates in the cure fraction. An expectation-maximization algorithm is adopted for estimating the model parameters. A simulation study is conducted in order to assess the proposed model and the computation algorithm. The methodology is illustrated using a real Brazilian bank personal loan portfolio data set.