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 …

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 …

Revisiting the theoretical and methodological foundations of depression measurement

EI Fried, JK Flake, DJ Robinaugh - Nature Reviews Psychology, 2022 - nature.com
Depressive disorders are among the leading causes of global disease burden, but there has
been limited progress in understanding the causes of and treatments for these disorders. In …

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 …

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 …

[BOOK][B] Principles and practice of structural equation modeling

RB Kline - 2023 - books.google.com
Significantly revised, the fifth edition of the most complete, accessible text now covers all
three approaches to structural equation modeling (SEM)--covariance-based SEM …

Network analysis of psychopathology: controversies and challenges

RJ McNally - Annual review of clinical psychology, 2021 - annualreviews.org
Empirical publications inspired by the network approach to psychopathology have increased
exponentially in the twenty-first century. The central idea that an episode of mental disorder …