Article (Scientific journals)
Network analysis: An overview for mental health research
Briganti, Giovanni; Scutari, Marco; Epskamp, Sacha et al.
2024In International Journal of Methods in Psychiatric Research, 33 (4)
Peer Reviewed verified by ORBi
 

Files


Full Text
_Int J Methods Psych Res - 2024 - Briganti - Network analysis An overview for mental health research.pdf
Publisher postprint (696.36 kB)
Download

All documents in ORBi are protected by a user license.

Send to



Details



Abstract :
[en] Network approaches to psychopathology have become increasingly common in mental health research, with many theoretical and methodological developments quickly gaining traction. This article illustrates contemporary practices in applying network analytical tools, bridging the gap between network concepts and their empirical applications. We explain how we can use graphs to construct networks representing complex associations among observable psychological variables. We then discuss key network models, including dynamic networks, time-varying networks, network models derived from panel data, network intervention analysis, latent networks, and moderated models. In addition, we discuss Bayesian networks and their role in causal inference with a focus on cross-sectional data. After This is an open access article under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made.
Disciplines :
Psychiatry
Author, co-author :
Briganti, Giovanni  ;  Université de Liège - ULiège > Département des sciences cliniques > Santé digitale ; University of Mons, Mons, Belgium
Scutari, Marco;  Istituto Dalle Molle di Studi sull'Intelligenza Artificiale, Lugano, Switzerland
Epskamp, Sacha;  National University of Singapore, Singapore, Singapore
Borsboom, Denny;  University of Amsterdam, Amsterdam, Netherlands
Hoekstra, Ria;  University of Amsterdam, Amsterdam, Netherlands
Fernandes Golino, Hudson;  University of Virginia, Charlottesville, USA
Alexander, |
Christensen, P;  Vanderbilt University, Nashville, USA
Morvan, Yannick;  Université Paris Nanterre, Nanterre, France
Omid, |
Ebrahimi, V;  University of Oxford, Oxford, UK
Giulio Costantini, |;  University of Milan-Bicocca, Milano, Italy
Heeren, Alexandre;  Université Catholique de Louvain, Louvain-la-Neuve, Belgium
De Ron, Jill;  University of Amsterdam, Amsterdam, Netherlands
Bringmann, Laura;  University of Groningen, Groningen, Netherlands
Huth, Karoline;  University of Amsterdam, Amsterdam, Netherlands
Haslbeck, Jonas;  University of Maastricht, Maastricht, Netherlands
Isvoranu, Adela-Maria;  National University of Singapore, Singapore, Singapore
Maarten Marsman, |;  University of Amsterdam, Amsterdam, Netherlands
Blanken, Tessa;  University of Amsterdam, Amsterdam, Netherlands
Gilbert, Allison;  University of Mons, Mons, Belgium
Teague, |
Henry, Rhine;  University of Virginia, Charlottesville, USA
Fried, Eiko;  Leiden University, Leiden, Netherlands
Richard, |
Mcnally, J;  Harvard University, Cambridge, USA
More authors (16 more) Less
Language :
English
Title :
Network analysis: An overview for mental health research
Publication date :
14 November 2024
Journal title :
International Journal of Methods in Psychiatric Research
ISSN :
1049-8931
Publisher :
Wiley
Volume :
33
Issue :
4
Peer reviewed :
Peer Reviewed verified by ORBi
Available on ORBi :
since 02 January 2026

Statistics


Number of views
24 (2 by ULiège)
Number of downloads
18 (1 by ULiège)

Scopus citations®
 
56
Scopus citations®
without self-citations
50
OpenCitations
 
0
OpenAlex citations
 
64

Bibliography


Similar publications



Contact ORBi