基于均差估计二变量Meta-分析的未知不相等方差模型
The Unknown Unequal Variance Model of Bivariate Meta-Analysis Based on the Difference Mean
DOI: 10.12677/ORF.2019.91009, PDF,    国家自然科学基金支持
作者: 郭鹏飞:仲恺农业工程学院,计算科学学院,广东 广州;仲恺农业工程学院,广东省高校智慧农业工程研究中心,广东 广州;仲恺农业工程学院,广东省水禽健康养殖重点实验室,广东 广州;李刚*:广州市电子政务服务中心,广东 广州;孙向茹:番禺何贤纪念医院,生殖医学科,广东 广州
关键词: Meta-分析未知不相等方差模型极大似然估计Meta-Analysis The Unknown Unequal Variance Model Maximum Likelihood Estimate
摘要: 本文介绍基于均差估值的二变量Meta-分析的未知不相等方差模型,通过极大似然估计法给出效应量及方差估计,进而得到各研究均值效应量协方差矩阵的估计量。然后,通过基于均差效应量二变量Meta-分析的固定效应模型给出了合并均差统计量Doverall的具体形式和权重。进而得到了Doverall的协方差矩阵和两个变量的(1-α)100%置信区间。
Abstract: This paper introduces the unknown unequal variance model of bivariate meta-analysis based on the difference mean; we obtain the maximum likelihood estimator of the difference mean effect and unknown variances. Then we find the combining overall difference mean effect Doverall by the fixed-effect model of bivariate Meta-analysis based on the difference mean. Moreover, we obtain the corresponding covariance matrix and the (1-α)100% confidence interval for the overall dif-ference mean effect Doverall.
文章引用:郭鹏飞, 李刚, 孙向茹. 基于均差估计二变量Meta-分析的未知不相等方差模型[J]. 运筹与模糊学, 2019, 9(1): 72-79. https://doi.org/10.12677/ORF.2019.91009

参考文献

[1] Pearson, K. (1904) Report on Certain Enteric Fever Inoculation Statistics. British Medical Journal, 3, 1243-1246.
[2] Lee, W.L., Bausell, R.B. and Berman, B.M. (2001) The Growth of Health-Related Meta-Analyses Published from 1980 to 2000. Evaluation and the Health Professions, 24, 327-335. [Google Scholar] [CrossRef] [PubMed]
[3] Stijnen, T. (1999) Tutorial in Biostatistics. Meta-Analysis: Formulating, Evaluating, Combining, and Reporting by S-L. Normand. Statistics in Medicine, 18, 321-359.
[4] Raudenbush, S.W., Becker, B.J. and Kalaian, H. (1988) Modeling Multivariate Effect Sizes. Psychological Bulletin, 103, 111-120. [Google Scholar] [CrossRef
[5] van Houwelingen, H.C., Zwinderman, K.H. and Stijnen, T. (1993) A Bivariate Approach to Meta-Analysis. Statistics in Medicine, 12, 2273-2284. [Google Scholar] [CrossRef] [PubMed]
[6] van Houwelingen, H.C., Arends, L.R. and Stijnen, T. (2002) Advanced Methods in Meta-Analysis: Multivariate Approach and Metaregression. Statistics in Medicine, 21, 589-624. [Google Scholar] [CrossRef] [PubMed]
[7] Riley, R.D., Abrams, K.R., Lambert, P.C., Sutton, A.J. and Thompson, J.R. (2007) Bivariate Random Effects Meta-Analysis and the Estimation of Between-Study Correlation. BMC Medical Research Methodology, 7, 3. [Google Scholar] [CrossRef] [PubMed]
[8] Ritz, J., Demidenko, E. and Spiegelman, D. (2008) Multivariate Meta-Analysis for Data Consortia, Individual Patient Meta-Analysis, and Pooling Projects. Journal of Statistical Planning and Inference, 138, 1919-1933. [Google Scholar] [CrossRef
[9] Paul, M., Riebler, A., Bachmann, L.M., Rue, H. and Held, L. (2010) Bayesian Bivariate Meta-Analysis of Diagnostic Test Studies Using Integrated Nested Laplace Approximations. Statistics in Medicine, 29, 1325-1339. [Google Scholar] [CrossRef] [PubMed]