Signal-to-noise ratio (SNR) as a measure of reproducibility: Design, estimation, and application

被引:10
|
作者
Elkum N. [1 ]
Shoukri M.M. [1 ,2 ]
机构
[1] Department of Biostatistics and Epidemiology and Scientific Computing, King Faisal Specialist Hospital and Research Centre
[2] Department of Epidemiology and Biostatistics, Schulich School of Medicine, University of Western Ontario, London, ON
关键词
Delta method; Likelihood inference; Monte-Carlo simulations; Random effect model;
D O I
10.1007/s10742-008-0030-2
中图分类号
学科分类号
摘要
This paper proposes the use of signal-to-noise ratio (SNR) as another index of a measurement's reproducibility. We derive its maximum likelihood estimation and discuss confidence interval construction within the framework of the one-way random effect model. We investigate the validity of the approximate normal confidence interval by Monte-Carlo simulations. The paper also derives the optimal allocation for the number of subject and the number of repeated measurements needed to minimize the variance of the maximum likelihood estimator of the SNR. We discuss efficiency in estimation and cost considerations for the optimal allocation of the sample resources. The approach is illustrated on two examples: one from MRI data and the other on the WHO immunization coverage data. © Springer Science+Business Media, LLC 2008.
引用
收藏
页码:119 / 133
页数:14
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