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Inferens Bayesian dengan Data Hilang×Model Hierarki Bayesian dengan Data Hilang×
BidangBayesianBayesian
KeluargaBayesian methodsBayesian methods
Tahun asal1976–19871990s–2000s
PengasasRubin, D. B. (missing-data mechanisms); Tanner & Wong (data augmentation)Gelman, Rubin, Little (and collaborators)
JenisBayesian probabilistic modelBayesian hierarchical model with missing-data integration
Sumber perintisLittle, R. J. A. & Rubin, D. B. (2002). Statistical Analysis with Missing Data (2nd ed.). Wiley-Interscience. ISBN: 978-0471183860Gelman, A., Carlin, J. B., Stern, H. S., Dunson, D. B., Vehtari, A. & Rubin, D. B. (2013). Bayesian Data Analysis (3rd ed.). CRC Press. ISBN: 978-1439840955
AliasBayesian missing data analysis, Bayesian data augmentation, Bayesian imputation, missing data Bayesian modelBHM missing data, multilevel Bayesian missing data model, hierarchical Bayesian imputation, Bayesian multilevel model with incomplete data
Berkaitan65
RingkasanBayesian inference with missing data treats unobserved values as unknown parameters and integrates them out of the posterior distribution. Rather than deleting or ad hoc imputing incomplete records, the method jointly models observed and missing data under an explicit missing-data mechanism, producing fully calibrated posterior uncertainty that honestly reflects what the data cannot tell us.A Bayesian hierarchical model with missing data treats unobserved values as additional unknowns and samples them jointly with all model parameters from the posterior. The nested structure of the hierarchy borrows strength across groups, while the Bayesian framework naturally propagates uncertainty from missingness through every estimate and prediction.
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ScholarGateBandingkan kaedah: Bayesian Inference with Missing Data · Bayesian Hierarchical Model with Missing Data. Dicapai 2026-06-15 daripada https://scholargate.app/ms/compare