A cognitive latent variable model for the simultaneous analysis of behavioral and personality data

被引：35
|
作者：
Vandekerckhove, Joachim [1 ]
机构：
[1] Univ Calif Irvine, Irvine, CA 92617 USA
来源：
JOURNAL OF MATHEMATICAL PSYCHOLOGY | 2014年 / 60卷
基金：
美国国家科学基金会;
关键词：
Individual differences; Cognitive model; Latent variable; Factor analysis; Data fusion; Diffusion model; DIFFUSION-MODEL; MEMORY; RUMINATION; DISTRIBUTIONS; INTERFERENCE; FRAMEWORK; INFERENCE;
D O I：
10.1016/j.jmp.2014.06.004
中图分类号：
O1 [数学];
学科分类号：
0701 ; 070101 ;
摘要：
I describe a cognitive latent variable model, a combination of a cognitive model and a latent variable model that can be used to aggregate information regarding cognitive parameters across participants and tasks. The model is ideally suited for uncovering relationships between latent task abilities as they are expressed in experimental. paradigms, but can also be used as data fusion tools to connect latent abilities with external covariates from entirely different data sources. An example application deals with the structure of cognitive abilities underlying an executive functioning task and its relation to personality traits. (C) 2014 Elsevier Inc. All rights reserved.
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页码：58 / 71
页数：14
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