We present a reversible jump Bayesian piecewise log-linear hazard model that extends the Bayesian piecewise exponential hazard to a continuous function of piecewise linear log hazards. A simulation study encompassing several different hazard shapes, accrual rates, censoring proportion, and sample sizes showed that the Bayesian piecewise linear log-hazard model estimated the true mean survival time and survival distributions better than the piecewsie exponential hazard. Survival data from Wake Forest Baptist Medical Center is analyzed by both methods and the posterior results are compared.

Download full-text PDF

Source
http://dx.doi.org/10.1002/sim.8511DOI Listing

Publication Analysis

Top Keywords

piecewise linear
12
bayesian piecewise
12
linear log-hazard
8
log-hazard model
8
reversible jump
8
exponential hazard
8
piecewise
5
novel bayesian
4
bayesian continuous
4
continuous piecewise
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!