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Regresi Cox Bayesian×Regresi Kelangsungan Hidup Bayesian×
BidangStatistikaStatistika
KeluargaRegression modelRegression model
Tahun asal1972 (Cox PH); 2001 (Bayesian treatment)1990s–2001
PencetusCox (1972) for the base model; Bayesian formulation by Sinha, Chen & Ghosh (1990s); comprehensive treatment by Ibrahim, Chen & Sinha (2001)Ibrahim, Chen & Sinha (seminal textbook treatment, 2001); broader Bayesian framework: Gelman et al.
TipeSurvival regressionBayesian parametric/semiparametric regression
Sumber perintisIbrahim, J. G., Chen, M.-H., & Sinha, D. (2001). Bayesian Survival Analysis. Springer. ISBN: 978-0387952772Ibrahim, J. G., Chen, M.-H., & Sinha, D. (2001). Bayesian Survival Analysis. Springer. ISBN: 978-0387952772
AliasBayesian Cox PH model, Bayesian proportional hazards model, Bayesian survival regression, BCoxBayesian time-to-event regression, Bayesian parametric survival model, Bayesian survival analysis, Bayesian accelerated failure time model
Terkait65
RingkasanBayesian Cox regression combines the Cox proportional hazards model for time-to-event data with Bayesian inference. Instead of point estimates, it produces full posterior distributions over the hazard ratios, naturally incorporating prior knowledge and providing coherent uncertainty quantification even with small samples or informative censoring.Bayesian Survival Regression combines parametric or semiparametric survival models — such as Weibull, log-normal, or Cox proportional hazards — with Bayesian inference. Instead of point estimates, it produces full posterior distributions for regression coefficients and the baseline hazard, naturally handling censored observations and incorporating prior knowledge about event times or covariate effects.
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  1. v1
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  3. PUBLISHED

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ScholarGateBandingkan metode: Bayesian Cox Regression · Bayesian Survival regression. Diakses 2026-06-17 dari https://scholargate.app/id/compare