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- Title
Bayesian survival analysis with INLA.
- Authors
Alvares, Danilo; van Niekerk, Janet; Krainski, Elias Teixeira; Rue, Håvard; Rustand, Denis
- Abstract
This tutorial shows how various Bayesian survival models can be fitted using the integrated nested Laplace approximation in a clear, legible, and comprehensible manner using the INLA and INLAjoint R‐packages. Such models include accelerated failure time, proportional hazards, mixture cure, competing risks, multi‐state, frailty, and joint models of longitudinal and survival data, originally presented in the article "Bayesian survival analysis with BUGS." In addition, we illustrate the implementation of a new joint model for a longitudinal semicontinuous marker, recurrent events, and a terminal event. Our proposal aims to provide the reader with syntax examples for implementing survival models using a fast and accurate approximate Bayesian inferential approach.
- Subjects
SURVIVAL analysis (Biometry); BAYESIAN analysis; BAYESIAN field theory; COMPETING risks; SYNTAX (Grammar)
- Publication
Statistics in Medicine, 2024, Vol 43, Issue 20, p3975
- ISSN
0277-6715
- Publication type
Article
- DOI
10.1002/sim.10160