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 …

Bayesian statistics and modelling

R Van de Schoot, S Depaoli, R King… - Nature Reviews …, 2021 - nature.com
Bayesian statistics is an approach to data analysis based on Bayes' theorem, where
available knowledge about parameters in a statistical model is updated with the information …

A primer on two-level dynamic structural equation models for intensive longitudinal data in Mplus.

D McNeish, EL Hamaker - Psychological methods, 2020 - psycnet.apa.org
Technological advances have led to an increase in intensive longitudinal data and the
statistical literature on modeling such data is rapidly expanding, as are software capabilities …

Personalized models of psychopathology

AGC Wright, WC Woods - Annual review of clinical psychology, 2020 - annualreviews.org
The personalized approach to psychopathology conceptualizes mental disorder as a
complex system of contextualized dynamic processes that is nontrivially specific to each …

The Gaussian graphical model in cross-sectional and time-series data

S Epskamp, LJ Waldorp, R Mõttus… - Multivariate behavioral …, 2018 - Taylor & Francis
We discuss the Gaussian graphical model (GGM; an undirected network of partial
correlation coefficients) and detail its utility as an exploratory data analysis tool. The GGM …

Connecting theory to methods in longitudinal research

CJ Hopwood, W Bleidorn… - Perspectives on …, 2022 - journals.sagepub.com
Advances in methods for longitudinal data collection and analysis have prompted a surge of
research on psychological processes. However, decisions about how to time assessments …

No time like the present: Discovering the hidden dynamics in intensive longitudinal data

EL Hamaker, M Wichers - Current Directions in …, 2017 - journals.sagepub.com
There has been a strong increase in the number of studies based on intensive longitudinal
data, such as those obtained with experience sampling and daily diaries. These data …

Emotion dynamics

P Kuppens, P Verduyn - Current Opinion in Psychology, 2017 - Elsevier
Highlights•Reviews literature on emotion dynamics, the patterns of emotion change over
time.•Proposes a set of basic principles involved in emotion dynamics.•Special attention …

Annual Research Review: Ecological momentary assessment studies in child psychology and psychiatry

MA Russell, JM Gajos - Journal of Child Psychology and …, 2020 - Wiley Online Library
Background Enhancements in mobile phone technology allow the study of children and
adolescents' everyday lives like never before. Ecological momentary assessment (EMA) …

Stability and variability of personality networks. A tutorial on recent developments in network psychometrics

G Costantini, J Richetin, E Preti, E Casini… - Personality and …, 2019 - Elsevier
Networks have been recently proposed for modeling dynamics in several kinds of
psychological phenomena, such as personality and psychopathology. In this work, we …