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可重复性统计与 ROC 曲线下面积的等效性。

Equivalence of the statistics for replicability and area under the ROC curve.

机构信息

Department of Psychology, The University of Auckland, Auckland, New Zealand.

出版信息

Br J Math Stat Psychol. 2009 Nov;62(Pt 3):485-7. doi: 10.1348/000711008X334760. Epub 2008 Nov 17.

DOI:10.1348/000711008X334760
PMID:19017433
Abstract

Two statistics, one recent and one well known, are shown to be equivalent. The recent statistic, p(rep), gives the probability that the sign of an experimental effect is replicable by an experiment of equal power. That statistic is equivalent to the well-known measure for the area under a receiver operating characteristic (ROC) curve for statistical power against significance level. Both statistics can be seen as exemplifying the area theorem of psychophysics.

摘要

两个统计数据,一个是最近的,一个是众所周知的,被证明是等效的。最近的统计数据 p(rep)给出了实验效果的符号通过同等效力的实验可再现的概率。该统计数据与用于统计功效对显著性水平的接收器操作特性 (ROC) 曲线下面积的著名度量标准等效。这两个统计数据都可以被视为心理物理学面积定理的例证。

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引用本文的文献

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Predict, Control, and Replicate to Understand: How Statistics Can Foster the Fundamental Goals of Science.预测、控制与复制以实现理解:统计学如何推动科学的基本目标。
Perspect Behav Sci. 2018 Sep 5;42(1):109-132. doi: 10.1007/s40614-018-0171-8. eCollection 2019 Mar.
2
Lognormal Lorenz and normal receiver operating characteristic curves as mirror images.对数正态洛伦兹曲线与正态接受者操作特征曲线呈镜像关系。
R Soc Open Sci. 2015 Feb 25;2(2):140280. doi: 10.1098/rsos.140280. eCollection 2015 Feb.
3
Replication is not coincidence: reply to Iverson, Lee, and Wagenmakers (2009).
复制不是巧合:回复艾弗森、李和 Wagenmakers(2009)。
Psychon Bull Rev. 2010 Apr;17(2):263-9; author reply 270-2. doi: 10.3758/pbr.17.2.263.