论文标题

线性回归的等效测试

Equivalence testing for linear regression

论文作者

Campbell, Harlan

论文摘要

我们介绍了线性回归分析的等效测试程序。此类测试对于确认连续结果与连续或二元预测指标之间缺乏有意义的关联非常有用。具体而言,我们提出了对非标准化回归系数的等效测试和半麻痹系数的等效测试。我们回顾了如何定义有效的假设,如何计算p值以及这些测试与替代性贝叶斯方法与文献中的示例相比。

We introduce equivalence testing procedures for linear regression analyses. Such tests can be very useful for confirming the lack of a meaningful association between a continuous outcome and a continuous or binary predictor. Specifically, we propose an equivalence test for unstandardized regression coefficients and an equivalence test for semipartial correlation coefficients. We review how to define valid hypotheses, how to calculate p-values, and how these tests compare to an alternative Bayesian approach with applications to examples in the literature.

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