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 …

The network approach to psychopathology: A review of the literature 2008–2018 and an agenda for future research

DJ Robinaugh, RHA Hoekstra, ER Toner… - Psychological …, 2020 - cambridge.org
The network approach to psychopathology posits that mental disorders can be
conceptualized and studied as causal systems of mutually reinforcing symptoms. This …

[HTML][HTML] Psychopathological networks: Theory, methods and practice

LF Bringmann, C Albers, C Bockting… - … Research and Therapy, 2022 - Elsevier
In recent years, network approaches to psychopathology have sparked much debate and
have had a significant impact on how mental disorders are perceived in the field of clinical …

Reporting standards for psychological network analyses in cross-sectional data.

J Burger, AM Isvoranu, G Lunansky… - Psychological …, 2023 - psycnet.apa.org
Statistical network models describing multivariate dependency structures in psychological
data have gained increasing popularity. Such comparably novel statistical techniques …

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 …

Lack of theory building and testing impedes progress in the factor and network literature

EI Fried - Psychological Inquiry, 2020 - Taylor & Francis
The applied social science literature using factor and network models continues to grow
rapidly. Most work reads like an exercise in model fitting, and falls short of theory building …

A network theory of mental disorders

D Borsboom - World psychiatry, 2017 - Wiley Online Library
In recent years, the network approach to psychopathology has been advanced as an
alternative way of conceptualizing mental disorders. In this approach, mental disorders arise …

A review of approaches and models in psychopathology conceptualization research

NR Eaton, LF Bringmann, T Elmer, EI Fried… - Nature Reviews …, 2023 - nature.com
Mental disorder classification provides a definitional framework that underlies applied
clinical and research efforts to understand, assess, predict, prevent and ameliorate the …

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 …

Network analysis: a brief overview and tutorial

D Hevey - Health psychology and behavioral medicine, 2018 - Taylor & Francis
Objective: The present paper presents a brief overview on network analysis as a statistical
approach for health psychology researchers. Networks comprise graphical representations …