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两向分类随机效应模型中方差分量的非负估计 被引量:5

Nonnegative Estimates of Variance Components in. Two Way Classification Models with Random Effects
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摘要 两向分类随机效应模型是一种有着广泛应用的统计模型,对其中的方差分量,经常使用方差分析法来估计。本文中,在均方损失意义下,给出了一种简单易行地改进ANOVA估计的方法,并给出了方差分量的正估计,这个估计在均方损失下一致优于ANOVA估计。 Two way classification models with random effects are used widely. The variance com- ponents in these models are often estimated by ANOVA estimates. In this article, we improve the ANOVA estimates in the sense of mean square errors by an easy way. Also we construct nonnegative estimates of variance components which have smaller mean square errors than ANOVA estimates.
出处 《工程数学学报》 CSCD 北大核心 2007年第2期303-310,共8页 Chinese Journal of Engineering Mathematics
基金 北京市属市管高等学校人才强教计划资助项目.
关键词 两向分量随机效应模型 线性混合模型 非负估计 方差分析估计 two wav classification model analysis of variance estimate nonnegative estimate linear mixed models
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参考文献4

  • 1McCulloch C E,Searle S R.Generalized,Linear,and Mixed Models[M].Wiley Series in Probability and Statistics,New York:John Wiley & Sons,INC,2001
  • 2LaMotte L R.On non-negative quadratic unbiased estimation of variance components[J].Journal of American Statistical Association,1973,68:728-730
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  • 4史建红,王松桂.方差分量的非负估计[J].工程数学学报,2004,21(4):623-627. 被引量:11

二级参考文献6

  • 1Wang S G, Chow S C. Advanced linear models[M], Marcel Dekker Inc. New York: 1994
  • 2Lamotte L R. On nonnegative quadratic unbiased estimation of variance components[J]. J Amer Statist Assoc, 1973;68:728-730
  • 3Mathew T, Sinha B K. Nonnegative estimation of variance components in unbalanced mixed model with two variance components[J]. J Multivariate Anal, 1992;42:77-101
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  • 5Kelly R J, Mathew T. Improved nonnegative estimation of variance components in some mixed modelswith unbalanced data[J]. Technometrics, 1994;36:171-181
  • 6王松桂,尹素菊.线性混合模型参数的一种新估计[J].中国科学(A辑),2002,32(5):434-443. 被引量:37

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