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 …

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 …

Which estimation method to choose in network psychometrics? Deriving guidelines for applied researchers.

AM Isvoranu, S Epskamp - Psychological methods, 2023 - psycnet.apa.org
The Gaussian graphical model (GGM) has recently grown popular in psychological
research, with a large body of estimation methods being proposed and discussed across …

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 …

Genetic architecture of 11 major psychiatric disorders at biobehavioral, functional genomic and molecular genetic levels of analysis

AD Grotzinger, TT Mallard, WA Akingbuwa, HF Ip… - Nature …, 2022 - nature.com
We interrogate the joint genetic architecture of 11 major psychiatric disorders at
biobehavioral, functional genomic and molecular genetic levels of analysis. We identify four …

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 …

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 …