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利用导数估计来描述多个时间尺度的个体内变异性。

Using derivative estimates to describe intraindividual variability at multiple time scales.

机构信息

Department of Psychology, University of Notre Dame, USA.

出版信息

Psychol Methods. 2009 Dec;14(4):367-86. doi: 10.1037/a0016622.

Abstract

The study of intraindividual variability is central to the study of individuals in psychology. Previous research has related the variance observed in repeated measurements (time series) of individuals to trait-like measures that are logically related. Intraindividual measures, such as intraindividual standard deviation or the coefficient of variation, are likely to be incomplete representations of intraindividual variability. This article shows that the study of intraindividual variability can be made more productive by examining variability of interest at specific time scales, rather than considering the variability of entire time series. Furthermore, examination of variance in observed scores may not be sufficient, because these neglect the time scale dependent relationships between observations. The current article outlines a method of using estimated derivatives to examine intraindividual variability through estimates of the variance and other distributional properties at multiple time scales. In doing so, this article encourages more nuanced discussion about intraindividual variability and highlights that variability and variance are not equivalent. An example with simulated data and an example relating variability in daily measures of negative affect to neuroticism are provided.

摘要

个体内变异性的研究是心理学中个体研究的核心。先前的研究将个体重复测量(时间序列)中观察到的方差与逻辑上相关的特质测量相关联。个体内测量,如个体内标准差或变异系数,可能只是个体内变异性的不完整表示。本文表明,通过检查特定时间尺度上感兴趣的变异性,而不是考虑整个时间序列的变异性,可以使个体内变异性的研究更富有成效。此外,观察到的分数的方差分析可能是不够的,因为这些分数忽略了观测之间随时间尺度变化的关系。本文概述了一种使用估计导数的方法,通过在多个时间尺度上估计方差和其他分布特性来检查个体内变异性。这样,本文就个体内变异性进行了更细致的讨论,并强调了变异性和方差不是等价的。本文提供了一个模拟数据的例子和一个将每日负性情绪测量的变异性与神经质联系起来的例子。

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