지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 한국자료분석학회 Journal of The Korean Data Analysis Society Journal of The Korean Data Analysis Society 제16권 제2호
- 발행연도
- 2014.1
- 수록면
- 577 - 584 (8page)
이용수
초록· 키워드
오류제보하기
The generalized partially linear varying coefficient models are natural extensions of generalized linear models and can be used in various applications. Penalized likelihood method is one of popular nonparametric methods for estimating unknown smooth functions. In this paper, we propose a simple method to estimate varying coefficient functions in a lower-dimensional approximating function space and regression parameters in partially linear part simultaneously by using penalized likelihood method. The proposed methods are applied to Korean diabetes analysis by using Korean national health and nutrition examination survey (KNHANES) data to investigate how the prevalence of type 2 diabetes of Korean adults is associated with physiological risk factors and is also correlated with age. Fitting the generalized partially linear varying coefficient model to the data showed that the diabetes prevalence was positively associated with triglyceride and their association was correlated with age.
목차
등록된 정보가 없습니다.
참고문헌 (23)
참고문헌 신청
Cai, Z. / 2000 / Efficient estimation and inferences for varying-coefficient models / Journal of the American Statistical Association 95 : 888 ~ 902
Craven, P. / 1979 / Smoothing noisy data with spline functions : estimating the correct degree of smoothing by the method of generalized cross-validation / Numerical Mathemat
Fan, J. / 1999 / Statistical estimation in varying coefficient models / The Annals of Statistics 27 (5) : 1491 ~ 1518
Fan, J. / 2003 / Adaptive varying-coefficient linear models / Journal of the Royal Statistical Society, Series B 65 (1) : 57 ~ 80
Fan, J. / 2005 / Profile likelihood inference on semiparametric varying-coefficient partially linear models / Bernoulli 11 (6) : 1031 ~ 1057
Craven, P. / 1979 / Smoothing noisy data with spline functions : estimating the correct degree of smoothing by the method of generalized cross-validation / Numerical Mathemat
Fan, J. / 1999 / Statistical estimation in varying coefficient models / The Annals of Statistics 27 (5) : 1491 ~ 1518
Fan, J. / 2003 / Adaptive varying-coefficient linear models / Journal of the Royal Statistical Society, Series B 65 (1) : 57 ~ 80
Fan, J. / 2005 / Profile likelihood inference on semiparametric varying-coefficient partially linear models / Bernoulli 11 (6) : 1031 ~ 1057
이 논문의 저자 정보
최근 본 자료
댓글(0)
0