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 제11권 제1호
- 발행연도
- 2009.1
- 수록면
- 33 - 41 (9page)
이용수
초록· 키워드
오류제보하기
Correlated or heterogeneous response data which are usually clustered by trials, hospitals, families or subjects can be analyzed using random-effect models including generalized linear mixed models(GLMMs). In this paper we propose how to model the clustered meta-binominal data using logistic-GLMMs and to fit the models via SAS PROC NLMIXED. Here, the correlated random effects are allowed to model the variations in both the odds ratio and the treatment effect across trials, which can be at least two possible sources of inter-trial heterogeneity in outcomes. The proposed method is illustrated with a meta-analysis data set on 22 trials for respiratory tract infections. We also demonstrate that an appropriate model can be confirmed via model-selection criteria. From the final model we find that there is little difference in the treatment effects across trials and the treatment is shown to be effective, while there appears to be substantial variation in the log-odds ratio for infections across trials.
목차
등록된 정보가 없습니다.
참고문헌 (23)
참고문헌 신청
Aalen, O. O / 1988 / Heterogeneity in survival analysis / Statistics in Medicine 7 : 1121 ~ 1137
Abramowitz, M / 1972 / Handbook of Mathematical Functions / Dover
Akaike, H / 1973 / Information theory and an extension of the maximum likelihood principle / Akademiai Kiado : 267 ~ 281
Goldstein, H / 2003 / Multilevel statistical models, 3rd ed / Arnold
Golub G. H / 1969 / Calculation of Gaussian quadrature rules / Mathematics of Computation 23 : 221 ~ 230
Abramowitz, M / 1972 / Handbook of Mathematical Functions / Dover
Akaike, H / 1973 / Information theory and an extension of the maximum likelihood principle / Akademiai Kiado : 267 ~ 281
Goldstein, H / 2003 / Multilevel statistical models, 3rd ed / Arnold
Golub G. H / 1969 / Calculation of Gaussian quadrature rules / Mathematics of Computation 23 : 221 ~ 230
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
A Random-Effect Prediction Approach for Clustered Binominal Data
Journal of The Korean Data Analysis Society
2010 .01
-
A HGLM framework for Meta-Analysis of Clinical Trials with Binary Outcomes
한국데이터정보과학회지
2008 .12
-
Inference for heterogeneity of treatment effect in multi-center clinical trial
한국데이터정보과학회지
2011 .06
-
Power Comparison of Tests for Extra-Variation of Counts Data
Journal of The Korean Data Analysis Society
2015 .01
-
Dickey-Fuller Test for an Extended MA Model
Quantitative Bio-Science
2019 .05
-
A Proportional Odds Mixed - Effects Model for Ordinal Data
한국데이터정보과학회지
2007 .06
-
Fitting Proportional Odds Survival Models with Random Effects via Binominal HGLMs
Journal of The Korean Data Analysis Society
2010 .01
-
Goodness-of-Fit for the Clustered Binomial Models
Journal of The Korean Data Analysis Society
2015 .01
-
Second - Order REML for Random Effects Models
한국데이터정보과학회지
2001 .06
-
Garlic powder intake and cardiovascular risk factors : a meta-analysis of randomized controlled clinical trials
Nutrition Research and Practice
2014 .12
-
Garlic powder intake and cardiovascular risk factors : a meta-analysis of randomized controlled clinical trials
Nutrition Research and Practice
2014 .12
-
Deep Multimodal Classification Model for Predicting Successes and Failures of Clinical Trials
Quantitative Bio-Science
2020 .05
-
A HGLM Approach for Clustered Insurance Claim Data
Journal of The Korean Data Analysis Society
2009 .01
-
A Frailty Model for Crossing-Hazard Data
Journal of The Korean Data Analysis Society
2008 .01
이 논문의 저자 정보
최근 본 자료
댓글(0)
0