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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2016.4
- 수록면
- 531 - 538 (8page)
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In this paper we deal with the small area estimation for the case that the response variables take binary values. The mixed effects models have been extensively studied for the small area estimation, which treats the spatial effects as random effects. However, when the spatial information of each area is given specifically as coordinates it is popular to use the geographically weighted logistic regression to incorporate the spatial information by assuming that the regression parameters vary spatially across areas. In this paper, relaxing the linearity assumption and propose a geographically weighted kernel logistic regression for estimating small area proportions by using basic principle of kernel machine. Numerical studies have been carried out to compare the performance of proposed method with other methods in estimating small area proportion.
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참고문헌 (20)
참고문헌 신청
[단행본] - Anselin, L. / 1992 / Spatial econometrics: Method and models / Kluwer Academic Publishers
[학술지(정기간행물)] - Brunsdon, C. / 1996 / Geographically weighted regression : A method for exploring spatial nonstationarity / Geographical Analysis 28 : 281 ~ 298
[학술지(정기간행물)] - Harville, D. A. / 1976 / Extension of Gauss-Markov theorem to include the estimation of random e ects / Annals of Statistics 4 : 384 ~ 395
[학술지(정기간행물)] - 황형태 / 2014 / Support vector quantile regression for autoregressive data / 한국데이터정보과학회지 25 (6) : 1539 ~ 1547
[학술지(정기간행물)] - 황창하 / 2015 / Partially linear support vector orthogonal quantile regression with measurement errors / 한국데이터정보과학회지 26 (1) : 209 ~ 216
[학술지(정기간행물)] - Brunsdon, C. / 1996 / Geographically weighted regression : A method for exploring spatial nonstationarity / Geographical Analysis 28 : 281 ~ 298
[학술지(정기간행물)] - Harville, D. A. / 1976 / Extension of Gauss-Markov theorem to include the estimation of random e ects / Annals of Statistics 4 : 384 ~ 395
[학술지(정기간행물)] - 황형태 / 2014 / Support vector quantile regression for autoregressive data / 한국데이터정보과학회지 25 (6) : 1539 ~ 1547
[학술지(정기간행물)] - 황창하 / 2015 / Partially linear support vector orthogonal quantile regression with measurement errors / 한국데이터정보과학회지 26 (1) : 209 ~ 216
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UCI(KEPA) : I410-ECN-0101-2018-041-001377862