Equivalence testing for linear regression.

IF 7.6 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY
Psychological methods Pub Date : 2024-02-01 Epub Date: 2023-11-13 DOI:10.1037/met0000596
Harlan Campbell
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引用次数: 0

Abstract

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. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

线性回归的等价检验。
我们介绍了线性回归分析的等价检验程序。此类测试对于确认连续结果与连续或二元预测因子之间缺乏有意义的关联非常有用。具体而言,我们提出了非标准化回归系数的等价检验和半偏相关系数的等价检验。我们回顾了如何定义有效的假设,如何计算p值,以及如何将这些测试与文献中应用于示例的替代贝叶斯方法进行比较。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Psychological methods
Psychological methods PSYCHOLOGY, MULTIDISCIPLINARY-
CiteScore
13.10
自引率
7.10%
发文量
159
期刊介绍: Psychological Methods is devoted to the development and dissemination of methods for collecting, analyzing, understanding, and interpreting psychological data. Its purpose is the dissemination of innovations in research design, measurement, methodology, and quantitative and qualitative analysis to the psychological community; its further purpose is to promote effective communication about related substantive and methodological issues. The audience is expected to be diverse and to include those who develop new procedures, those who are responsible for undergraduate and graduate training in design, measurement, and statistics, as well as those who employ those procedures in research.
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