Stability and variability of personality networks. A tutorial on recent developments in network psychometrics
By G. Costantini, Juliette Richetin, E. Preti, E. Casini, Sacha Epskamp, Marco Perugini. Personality and Individual Differences, 2017
232 citations recorded by the source corpus.
Networks have been recently proposed for modeling dynamics in several kinds of psychological phenomena, such as personality and psychopathology. In this work, we introduce techniques that allow disentangling between-subject networks, which encode dynamics that involve stable individual differences, from within-subject networks, which encode dynamics that involve momentary levels of certain individual characteristics. Furthermore, we show how networks can be simultaneously estimated in separate groups of individuals, using a technique called the Fused Graphical Lasso. This technique allows also performing meaningful comparisons among groups. The unique properties of each kind of network are discussed. A tutorial to implement these techniques in the “R” statistical software is presented, together with an example of application.
Subfields: Cognitive Neuroscience, Experimental and Cognitive Psychology, Statistical and Nonlinear Physics
View Paper: https://www.semanticscholar.org/paper/3fcf6ab7071b57a8d43a767c36bc285756f27efd
How researchers see this paper
The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.
In Cognitive Neuroscience
- Eiko I. Fried
- Sacha Epskamp
- D. Hevey
- Denny Borsboom
- A. Cramer
- Lourens J. Waldorp
- Richard J. McNally
- Jutta Joormann
In Experimental and Cognitive Psychology
- Eiko I. Fried
- Sacha Epskamp
- D. Hevey
- Denny Borsboom
- A. Cramer
- Richard J. McNally
- Lourens J. Waldorp
- Jonas Everaert
In Statistical and Nonlinear Physics
- Eiko I. Fried
- Sacha Epskamp
- D. Hevey
- Denny Borsboom
- A. Cramer
- Richard J. McNally
- Lourens J. Waldorp
- Hudson F. Golino
Citations in the corpus
- A Tutorial on Regularized Partial Correlation Networks (2016, methodology): “For a recent tutorial on this methodology, we refer the reader to Costantini et al. (2017).”