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EGAnet (version 0.7)

Exploratory Graph Analysis - A Framework for Estimating the Number of Dimensions in Multivariate Data Using Network Psychometrics

Description

An implementation of the Exploratory Graph Analysis (EGA) framework for dimensionality assessment. EGA is part of a new area called network psychometrics that focuses on the estimation of undirected network models in psychological datasets. EGA estimates the number of dimensions or factors using graphical lasso or Triangulated Maximally Filtered Graph (TMFG) and a weighted network community analysis. A bootstrap method for verifying the stability of the estimation is also available. The fit of the structure suggested by EGA can be verified using confirmatory factor analysis and a direct way to convert the EGA structure to a confirmatory factor model is also implemented. Documentation and examples are available. Golino, H. F., & Epskamp, S. (2017) . Golino, H. F., & Demetriou, A. (2017) Golino, H., Shi, D., Garrido, L. E., Christensen, A. P., Nieto, M. D., Sadana, R., & Thiyagarajan, J. A. (2018) . Christensen, A. P. & Golino, H.F. (2019) .

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Version

Install

install.packages('EGAnet')

Monthly Downloads

3,789

Version

0.7

License

GPL (>= 3.0)

Maintainer

Hudson Golino

Last Published

July 24th, 2019

Functions in EGAnet (0.7)

plot.EGA

plot.CFA

net.scores

Network Scores
plot.bootEGA

toy.example

Toy Example
vn.entropy

Entropy Fit Index using Von Neumman's entropy (Quantum Information Theory) for correlation matrices
entropyFit

Entropy Fit Index
intelligenceBattery

Intelligence Data
print.EGA

summary.EGA

depression

Depression Data
summary.CFA

itemStability

net.loads

Network Loadings
tefi

Total Entropy Fit Index using Von Neumman's entropy (Quantum Information Theory) for correlation matrices
wmt2

WMT-2 Data
bootEGA

boot.wmt

bootEGA Results of wmt2Data
EGAnet-package

EGAnet--package
dynamic.plot

ega.wmt

EGA Network of wmt2Data
EGA.fit

EGA Optimal Model Fit using entropyFit
EGA

Apply the Exploratory Graph Analysis technique
CFA

CFA Fit of EGA Structure
EBICglasso.qgraph

EBICglasso from qgraph 1.4.4