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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2015.6
- 수록면
- 755 - 762 (8page)
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초록· 키워드
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One of the main objectives of the U.S. Census Bureau is the proper estimation of median household income for small areas. These estimates have an important role in the formulation of various governmental decisions and policies. Since direct survey estimates are available annually for each state or county, it is desirable to exploit the longitudinal trend in income observations in the estimation procedure. In this study, we consider Fay-Herriot type small area models which include time-specific random effect to accommodate any unspeci ed time varying income pattern. Analysis is carried out in a hierarchical Bayesian framework using Markov chain Monte Carlo methodology. We have evaluated our estimates by comparing those with the corresponding census estimates of 1999 using some commonly used comparison measures. It turns out that among three types of time-specific random effects the small area model with a time series random walk component provides estimates which are superior to both direct estimates and the Census Bureau estimates.
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참고문헌 (6)
참고문헌 신청
1. [학술대회논문] - Bell, W. R. ( / 1999 / Accounting for uncertainty about variances in small area estimations / Conference Paper, U.S. Bureau of Census
2. [학술지(정기간행물)] - Ghosh, M. / 1996 / Estimation of median income of four-person families : A Bayesian time series approach / Journal of the American Statistical Association 91 : 1423 ~ 1431
3. [학술지(정기간행물)] - 구유미 / 2013 / Bayesian small area estimations with measurement errors / 한국데이터정보과학회지 24 (4) : 885 ~ 893
4. [학술지(정기간행물)] - Fay, R. E. / 1979 / Estimates of income for small places : An application of James-Stein procedures to census data / Journal of the American Statistical Association 74 : 269 ~ 277
5. [단행본] - Rao, J. N. K. / 2003 / Small area estimation / Wiley
2. [학술지(정기간행물)] - Ghosh, M. / 1996 / Estimation of median income of four-person families : A Bayesian time series approach / Journal of the American Statistical Association 91 : 1423 ~ 1431
3. [학술지(정기간행물)] - 구유미 / 2013 / Bayesian small area estimations with measurement errors / 한국데이터정보과학회지 24 (4) : 885 ~ 893
4. [학술지(정기간행물)] - Fay, R. E. / 1979 / Estimates of income for small places : An application of James-Stein procedures to census data / Journal of the American Statistical Association 74 : 269 ~ 277
5. [단행본] - Rao, J. N. K. / 2003 / Small area estimation / Wiley
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UCI(KEPA) : I410-ECN-0101-2018-041-001376638