2021
DOI: 10.1038/s43586-021-00055-w
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Network analysis of multivariate data in psychological science

Abstract: Characterization of the global network topology and the position of individual nodes in that topology. Psychometric network analysisThe analysis of multivariate psychometric data using network structure estimation and network description.

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Cited by 584 publications
(557 citation statements)
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References 141 publications
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“…To better gauge the relationship between goal adjustment, self-control, and boredom beyond bivariate correlations of aggregate scores, we turned to psychometric network analysis (Borsboom et al, 2021;Christensen et al, 2020). This approach allowed us to estimate a parsimonious network of the constructs in which all individual items are represented by nodes.…”
Section: Psychometric Network Analysismentioning
confidence: 99%
“…To better gauge the relationship between goal adjustment, self-control, and boredom beyond bivariate correlations of aggregate scores, we turned to psychometric network analysis (Borsboom et al, 2021;Christensen et al, 2020). This approach allowed us to estimate a parsimonious network of the constructs in which all individual items are represented by nodes.…”
Section: Psychometric Network Analysismentioning
confidence: 99%
“…In particular, little is known about the relationships between the proposed symptoms. Our study responds to this need from the perspective of network analysis (see, e.g., Borsboom et al, 2021), which is well suited for exploring the structures of relationships between symptomsthose which have been included to and non-included to diagnostic manuals (Fried et al, 2016;Hansen et al, 2021). Previously, some symptoms have been labeled as "core" and other as "peripheral," however, the literature on IGD/GD is mixed regarding which should belong to each class (e.g., Ballou & van Rooij 2021;Snodgrass et al, 2018).…”
Section: Deceptionmentioning
confidence: 88%
“…Thus, we selected instruments that assess many different aspects of psychopathology and quality of life in a dimensional/continuous way. While network estimation approaches to handle categorical and ordinal data exists, such data types are still regarded as suboptimal [36]. Moreover, the selection of instruments was driven by the limited time provided by the schools to complete the entire questionnaire battery (max.…”
Section: Instrumentsmentioning
confidence: 99%