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- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2016.12
- 수록면
- 1,621 - 1,629 (9page)
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This paper studies Bayesian pooling for analysis of categorical data from small ar-eas. Many surveys consist of categorical data collected on a contingency table in each area. Statistical inference for small areas requires considerable care because the subpop-ulation sample sizes are usually very small. Typically we use the hierarchical Bayesian model for pooling subpopulation data. However, the customary hierarchical Bayesian models may specify more exchangeability than warranted. We, therefore, investigate the effects of pooling in hierarchical Bayesian modeling for the contingency table from small areas. In specific, this paper focuses on the methods of direct or indirect pool-ing of categorical data collected on a contingency table in each area through Dirichlet priors. We compare the pooling effects of hierarchical Bayesian models by fitting the simulated data. The analysis is carried out using Markov chain Monte Carlo methods.
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참고문헌 (7)
참고문헌 신청
[학술지(정기간행물)] - Dunson, D. B. / 2009 / Nonparametric Bayes local partition models for random eects / Biometrika 96 : 249 ~ 262
[학술지(정기간행물)] - Evans, R. / 1999 / Methodoloty for pooling subpopulation regressions when sample sizes are small and there is uncertainty about which subpopulations are similar / Statistica Sinica 9 : 345 ~ 359
[학술지(정기간행물)] - Evans, R. / 2003 / Bayesian methodology for combining the results from dierent ex-periments when the specications for pooling are uncertain : II / Journal of Statiatical Planning and Inference 111 : 95 ~ 100
[학술지(정기간행물)] - Gneiting, T. / 2007 / Strictly proper scoring rules, prediction, and estimation / Journal of the American Statistical Association 102 : 359 ~ 378
[학술지(정기간행물)] - Malec, D. / 1992 / Bayesian methodology for combining the results from dierent experi-ments when the specications for pooling are uncertain / Biometrika 79 : 593 ~ 601
[학술지(정기간행물)] - Evans, R. / 1999 / Methodoloty for pooling subpopulation regressions when sample sizes are small and there is uncertainty about which subpopulations are similar / Statistica Sinica 9 : 345 ~ 359
[학술지(정기간행물)] - Evans, R. / 2003 / Bayesian methodology for combining the results from dierent ex-periments when the specications for pooling are uncertain : II / Journal of Statiatical Planning and Inference 111 : 95 ~ 100
[학술지(정기간행물)] - Gneiting, T. / 2007 / Strictly proper scoring rules, prediction, and estimation / Journal of the American Statistical Association 102 : 359 ~ 378
[학술지(정기간행물)] - Malec, D. / 1992 / Bayesian methodology for combining the results from dierent experi-ments when the specications for pooling are uncertain / Biometrika 79 : 593 ~ 601
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UCI(KEPA) : I410-ECN-0101-2018-041-001378849