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 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 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 …

Transdiagnostic approaches to mental health problems: Current status and future directions.

T Dalgleish, M Black, D Johnston… - Journal of consulting and …, 2020 - psycnet.apa.org
Despite a longstanding and widespread influence of the diagnostic approach to mental ill
health, there is an emerging and growing consensus that such psychiatric nosologies may …

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 …

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 …

All for one and one for all: Mental disorders in one dimension

A Caspi, TE Moffitt - American Journal of Psychiatry, 2018 - Am Psychiatric Assoc
In both child and adult psychiatry, empirical evidence has now accrued to suggest that a
single dimension is able to measure a person's liability to mental disorder, comorbidity …

Identifying highly influential nodes in the complicated grief network.

DJ Robinaugh, AJ Millner… - Journal of abnormal …, 2016 - psycnet.apa.org
The network approach to psychopathology conceptualizes mental disorders as networks of
mutually reinforcing nodes (ie, symptoms). Researchers adopting this approach have …