Statistical comparison of the slopes of two regression lines: A tutorial

被引:205
作者
Andrade, J. M. [1 ]
Estevez-Perez, M. G. [2 ]
机构
[1] Univ A Coruna, Dept Analyt Chem, E-15008 La Coruna, Galicia, Spain
[2] Univ A Coruna, Dept Estadist & Invest Operat, E-15008 La Coruna, Galicia, Spain
关键词
Comparison of slopes; Calibration; Monte Carlo; Analysis of covariance; Quality control; METHOD VALIDATION;
D O I
10.1016/j.aca.2014.04.057
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Comparing the slopes of two regression lines is an almost daily task in analytical laboratories. The usual procedure is based on a Student's t-test although literature differs in whether the standard errors of the slopes or the standard errors of the regressions should be employed to get a pooled standard error. In this work fundamental concepts on the use of the Student's test were reviewed and Monte Carlo simulations were done to ascertain whether relevant differences arise when the two options are considered. It was concluded that for small sample sets (as it is usual in analytical laboratories) the Student's t-test based on the standard error of regression models must be used and special attention must be paid on the equality of the models variances. Finally, alternative approaches were reviewed, with emphasis on a simple one based on the analysis of the covariance (ANCOVA). (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:1 / 12
页数:12
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