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EGAnet (version 0.9.0)

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

5,112

Version

0.9.0

License

GPL (>= 3.0)

Maintainer

Hudson Golino

Last Published

January 19th, 2020

Functions in EGAnet (0.9.0)

cmi

Conditional Mutual Information
EGA

Apply the Exploratory Graph Analysis technique
EGA.fit

EGA Optimal Model Fit using entropyFit
node.redundant.names

node.redundant.combine

Combines Redundant Nodes
itemStability

net.loads

Network Loadings
summary.EGA

summary.CFA

tefi

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

Toy Example
entropyFit

Entropy Fit Index
vn.entropy

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

WMT-2 Data
dynamic.plot

plot.EGA

ega.wmt

EGA Network of wmt2Data
intelligenceBattery

Intelligence Data
net.scores

Network Scores
print.EGA

node.redundant

Detects Redundant Nodes in a Network
residualEGA

plot.bootEGA

plot.CFA

optimism

Optimism Data
EGAnet-package

EGAnet--package
CFA

CFA Fit of EGA Structure
depression

Depression Data
boot.wmt

bootEGA Results of wmt2Data
EBICglasso.qgraph

EBICglasso from qgraph 1.4.4
bootEGA

dimStability