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EGAnet (version 0.5)

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

3,309

Version

0.5

License

GPL (>= 3.0)

Maintainer

Hudson Golino

Last Published

June 3rd, 2019

Functions in EGAnet (0.5)

EGA

Apply the Exploratory Graph Analysis technique
EGA.fit

EGA Optimal Model Fit using Entropy
plot.EGA

Plot method for EGA objects.
plot.bootEGA

Plot method for bootEGA objects.
intelligenceBattery

Intelligence Data
bootEGA

Stability Analysis of EGA
depression

Depression Data
vn.entropy

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

WMT-2 Data
itemConfirm

Replicability of Items from EGA
summary.EGA

Summary for EGA objects
toy.example

Toy Example
dynamic.plot

Dynamic Plot method for EGA objects.
entropyFit

Entropy Fit Index
CFA

CFA Fit of EGA Structure
print.EGA

Print method for EGA objects.
summary.CFA

Summary for CFA objects
itemIdent

Item Dimension Identification
EBICglasso.qgraph

EBICglasso from qgraph 1.4.4
plot.CFA

Plot Method for CFA