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Penyelidikan Kohort Bayesian×Analisis Kelangsungan Hidup×
BidangReka Bentuk PenyelidikanStatistik Penyelidikan
KeluargaProcess / pipelineProcess / pipeline
Tahun asalFormalised in health research from the 1990s onward1958
PengasasSynthesis of cohort epidemiology (Doll & Hill, 1950s) with Bayesian inference (Bayes, Laplace, Jeffreys)Edward L. Kaplan and Paul Meier
JenisQuantitative longitudinal observational designMethod
Sumber perintisIbrahim, J. G., & Chen, M. H. (2000). Power prior distributions for regression models. Statistical Science, 15(1), 46–60. DOI ↗Kaplan, E. L., & Meier, P. (1958). Nonparametric estimation from incomplete observations. Journal of the American Statistical Association, 53(282), 457–481. DOI ↗
AliasBayesian cohort study, Bayesian prospective cohort, Bayesian longitudinal cohort analysis, Bayesian follow-up studyKaplan-Meier analysis, Cox regression, TTE analysis
Berkaitan43
RingkasanBayesian cohort research follows a defined group of individuals over time to track outcomes, and uses Bayesian statistical inference to update beliefs about risk, incidence, or causal effects as follow-up data accumulate. Prior knowledge — from earlier studies, registries, or expert judgment — is formalised into a prior distribution and combined with the cohort's likelihood to yield a posterior distribution that quantifies uncertainty in a directly interpretable way.Survival analysis is a collection of statistical methods for modeling time from a defined starting point until an event of interest occurs (disease, recovery, death, equipment failure). Kaplan and Meier's nonparametric estimator (1958) and David Cox's proportional hazards model (1972) jointly enabled analysis of censored data—individuals whose event times are unknown because they left the study or were still event-free at follow-up. Indispensable in oncology, cardiology, infectious disease research, engineering reliability, and any field where time-to-event matters.
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ScholarGateBandingkan kaedah: Bayesian Cohort Research · Survival Analysis. Dicapai 2026-06-18 daripada https://scholargate.app/ms/compare