Network analysis of multivariate data in psychological science

D Borsboom, MK Deserno, M Rhemtulla… - Nature Reviews …, 2021 - nature.com
In recent years, network analysis has been applied to identify and analyse patterns of
statistical association in multivariate psychological data. In these approaches, network …

Estimating psychological networks and their accuracy: A tutorial paper

S Epskamp, D Borsboom, EI Fried - Behavior research methods, 2018 - Springer
The usage of psychological networks that conceptualize behavior as a complex interplay of
psychological and other components has gained increasing popularity in various research …

A tutorial on regularized partial correlation networks.

S Epskamp, EI Fried - Psychological methods, 2018 - psycnet.apa.org
Recent years have seen an emergence of network modeling applied to moods, attitudes,
and problems in the realm of psychology. In this framework, psychological variables are …

What do centrality measures measure in psychological networks?

LF Bringmann, T Elmer, S Epskamp… - Journal of abnormal …, 2019 - psycnet.apa.org
Centrality indices are a popular tool to analyze structural aspects of psychological networks.
As centrality indices were originally developed in the context of social networks, it is unclear …

Bridge centrality: a network approach to understanding comorbidity

PJ Jones, R Ma, RJ McNally - Multivariate behavioral research, 2021 - Taylor & Francis
Recently, researchers in clinical psychology have endeavored to create network models of
the relationships between symptoms, both within and across mental disorders. Symptoms …

Network analysis: an integrative approach to the structure of psychopathology

D Borsboom, AOJ Cramer - Annual review of clinical psychology, 2013 - annualreviews.org
In network approaches to psychopathology, disorders result from the causal interplay
between symptoms (eg, worry→ insomnia→ fatigue), possibly involving feedback loops (eg …

qgraph: Network visualizations of relationships in psychometric data

S Epskamp, AOJ Cramer, LJ Waldorp… - Journal of statistical …, 2012 - jstatsoft.org
We present the qgraph package for R, which provides an interface to visualize data through
network modeling techniques. For instance, a correlation matrix can be represented as a …

Vital nodes identification in complex networks

L Lü, D Chen, XL Ren, QM Zhang, YC Zhang, T Zhou - Physics reports, 2016 - Elsevier
Real networks exhibit heterogeneous nature with nodes playing far different roles in
structure and function. To identify vital nodes is thus very significant, allowing us to control …

Comparing network structures on three aspects: A permutation test.

CD Van Borkulo, R van Bork, L Boschloo… - Psychological …, 2023 - psycnet.apa.org
Network approaches to psychometric constructs, in which constructs are modeled in terms of
interactions between their constituent factors, have rapidly gained popularity in psychology …

Mental disorders as networks of problems: a review of recent insights

EI Fried, CD van Borkulo, AOJ Cramer… - Social psychiatry and …, 2017 - Springer
Purpose The network perspective on psychopathology understands mental disorders as
complex networks of interacting symptoms. Despite its recent debut, with conceptual …