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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2015.12
- 수록면
- 1,547 - 1,555 (9page)
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We study the problem of nonignorable nonresponse in a two-way contingency table and there may be one or two missing categories. We describe a nonignorable nonresponse model for the analysis of two-way categorical table. One approach to analyze these data is to construct several tables (one complete and the others incomplete). There are nonidentifiable parameters in incomplete tables. We describe a hierarchical Bayesian model to analyze two-way categorical data. We use a nonignorable nonresponse model with Bayesian uncertainty analysis by placing priors in nonidentifiable parameters instead of a sensitivity analysis for nonidentifiable parameters. To reduce the effects of nonidentifiable parameters, we project the parameters to a lower dimensional space and we allow the reduced set of parameters to share a common distribution. We use the griddy Gibbs sampler to fit our models and compute DIC and BPP for model diagnostics. We illustrate our method using data from NHANES III data to obtain the nite population proportions.
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참고문헌 (10)
참고문헌 신청
[학술지(정기간행물)] - 최성미 / 2013 / Bayesian estimation for finite population proportion under selection bias via surrogate samples / 한국데이터정보과학회지 24 (6) : 1543 ~ 1550
[학술지(정기간행물)] - 최승미 / 2014 / Sensitivity analysis in Bayesian nonignorable selection model for binary responses / 한국데이터정보과학회지 25 (1) : 187 ~ 194
[단행본] - Little, R. J. A. / 2002 / Statistical analysis with missing data / John Wiley &Sons
[학술지(정기간행물)] - Nandram, B. / 2009 / Bayesian inference of the cell probabilities of a two-way categorical table under non-ignorability / Communications in Statistics-Theory and Methods 38 : 3015 ~ 3030
[학술지(정기간행물)] - Nandram, B. / 2002 / A Bayesian analysis of a proportion under nonignorable nonresponse / Statistics in Medicine 21 : 1189 ~ 1212
[학술지(정기간행물)] - 최승미 / 2014 / Sensitivity analysis in Bayesian nonignorable selection model for binary responses / 한국데이터정보과학회지 25 (1) : 187 ~ 194
[단행본] - Little, R. J. A. / 2002 / Statistical analysis with missing data / John Wiley &Sons
[학술지(정기간행물)] - Nandram, B. / 2009 / Bayesian inference of the cell probabilities of a two-way categorical table under non-ignorability / Communications in Statistics-Theory and Methods 38 : 3015 ~ 3030
[학술지(정기간행물)] - Nandram, B. / 2002 / A Bayesian analysis of a proportion under nonignorable nonresponse / Statistics in Medicine 21 : 1189 ~ 1212
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UCI(KEPA) : I410-ECN-0101-2018-041-001377342