NetworkToolbox: Methods and Measures for Brain, Cognitive, and Psychometric Network Analysis

Implements network analysis and graph theory measures used in neuroscience, cognitive science, and psychology. Methods include various filtering methods and approaches such as threshold, dependency (Kenett, Tumminello, Madi, Gur-Gershogoren, Mantegna, & Ben-Jacob, 2010 <doi:10.1371/journal.pone.0015032>), Information Filtering Networks (Barfuss, Massara, Di Matteo, & Aste, 2016 <doi:10.1103/PhysRevE.94.062306>), and Efficiency-Cost Optimization (Fallani, Latora, & Chavez, 2017 <doi:10.1371/journal.pcbi.1005305>). Brain methods include the recently developed Connectome Predictive Modeling (see references in package). Also implements several network measures including local network characteristics (e.g., centrality), community-level network characteristics (e.g., community centrality), global network characteristics (e.g., clustering coefficient), and various other measures associated with the reliability and reproducibility of network analysis.

Version: 1.3.2
Depends: R (≥ 3.3.0)
Imports: Matrix, psych, corrplot, fdrtool, R.matlab, MASS, fitdistrplus, pwr, igraph, qgraph, ppcor, parallel, foreach, doParallel, wTO
Published: 2019-10-28
Author: Alexander Christensen ORCID iD [aut, cre], Guido Previde Massara ORCID iD [ctb]
Maintainer: Alexander Christensen <alexpaulchristensen at gmail.com>
License: GPL (≥ 3.0)
NeedsCompilation: no
Citation: NetworkToolbox citation info
Materials: NEWS
In views: Psychometrics
CRAN checks: NetworkToolbox results

Downloads:

Reference manual: NetworkToolbox.pdf
Package source: NetworkToolbox_1.3.2.tar.gz
Windows binaries: r-devel: NetworkToolbox_1.3.2.zip, r-devel-gcc8: NetworkToolbox_1.3.2.zip, r-release: NetworkToolbox_1.3.2.zip, r-oldrel: NetworkToolbox_1.3.2.zip
OS X binaries: r-release: NetworkToolbox_1.3.2.tgz, r-oldrel: NetworkToolbox_1.3.2.tgz
Old sources: NetworkToolbox archive

Reverse dependencies:

Reverse imports: bootnet, EGAnet, SemNeT

Linking:

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