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Network analysis of multivariate data in psychological science
In recent years, network analysis has been applied to identify and analyse patterns of
statistical association in multivariate psychological data. In these approaches, network …
statistical association in multivariate psychological data. In these approaches, network …
Bayesian statistics and modelling
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 …
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.
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 …
statistical literature on modeling such data is rapidly expanding, as are software capabilities …
Personalized models of psychopathology
The personalized approach to psychopathology conceptualizes mental disorder as a
complex system of contextualized dynamic processes that is nontrivially specific to each …
complex system of contextualized dynamic processes that is nontrivially specific to each …
The Gaussian graphical model in cross-sectional and time-series data
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 …
correlation coefficients) and detail its utility as an exploratory data analysis tool. The GGM …
Connecting theory to methods in longitudinal research
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 …
research on psychological processes. However, decisions about how to time assessments …
No time like the present: Discovering the hidden dynamics in intensive longitudinal data
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 …
data, such as those obtained with experience sampling and daily diaries. These data …
Emotion dynamics
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 …
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
Background Enhancements in mobile phone technology allow the study of children and
adolescents' everyday lives like never before. Ecological momentary assessment (EMA) …
adolescents' everyday lives like never before. Ecological momentary assessment (EMA) …
Stability and variability of personality networks. A tutorial on recent developments in network psychometrics
Networks have been recently proposed for modeling dynamics in several kinds of
psychological phenomena, such as personality and psychopathology. In this work, we …
psychological phenomena, such as personality and psychopathology. In this work, we …