用阻尼线性振荡器模型表征影响动力学:理论考虑和个人层面应用的建议。

IF 7.6 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY
Mar J F Ollero, Eduardo Estrada, Michael D Hunter, Pablo F Cáncer
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引用次数: 0

摘要

人们在情绪随时间波动的方式上表现出稳定的差异。在动力学系统的一般框架内,阻尼线性振荡器(DLO)模型被认为是研究影响动力学的一种有用方法。NetBackup DLO模型可以应用于单个个体提供的重复测量,由此产生的参数可以捕捉个人情感动态的相关特征。关注负面影响,我们从情绪不稳定、恢复力和脆弱性的角度对DLO模型参数进行了可访问的解释。我们进行了一项蒙特卡罗研究,以测试DLO模型在不同经验相关条件下的个体特征和抽样方案的性能。我们使用了连续时间中的状态空间模型。结果表明,在一定条件下,DLO模型能够准确有效地恢复单个个体情感动力学的基本参数。我们讨论了使用该模型的结果以及理论和实践意义,说明了如何将其用于研究个人层面的心理现象,并就如何为此目的收集数据提供了具体建议。我们还提供了一个教程网站和R中的计算机代码来实现这种方法。(PsycInfo数据库记录(c)2023 APA,保留所有权利)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Characterizing affect dynamics with a damped linear oscillator model: Theoretical considerations and recommendations for individual-level applications.

People show stable differences in the way their affect fluctuates over time. Within the general framework of dynamical systems, the damped linear oscillator (DLO) model has been proposed as a useful approach to study affect dynamics. The DLO model can be applied to repeated measures provided by a single individual, and the resulting parameters can capture relevant features of the person's affect dynamics. Focusing on negative affect, we provide an accessible interpretation of the DLO model parameters in terms of emotional lability, resilience, and vulnerability. We conducted a Monte Carlo study to test the DLO model performance under different empirically relevant conditions in terms of individual characteristics and sampling scheme. We used state-space models in continuous time. The results show that, under certain conditions, the DLO model is able to accurately and efficiently recover the parameters underlying the affective dynamics of a single individual. We discuss the results and the theoretical and practical implications of using this model, illustrate how to use it for studying psychological phenomena at the individual level, and provide specific recommendations on how to collect data for this purpose. We also provide a tutorial website and computer code in R to implement this approach. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

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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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