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statGraph (version 0.5.1)

Statistical Methods for Graphs

Description

Contains statistical methods to analyze graphs, such as graph parameter estimation, model selection based on the Graph Information Criterion, statistical tests to discriminate two or more populations of graphs, correlation between graphs, and clustering of graphs. References: Takahashi et al. (2012) , Fujita et al. (2017) , Fujita et al. (2017) , Tang et al. (2017) , Tang et al. (2017) , Ghoshdastidar et al. (2017) , Ghoshdastidar et al. (2017) , Cerqueira et al. (2017) , Fraiman and Fraiman (2018) , Fujita et al. (2019) .

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Version

Install

install.packages('statGraph')

Monthly Downloads

171

Version

0.5.1

License

GPL (>= 3)

Maintainer

Andre Fujita

Last Published

January 25th, 2024

Functions in statGraph (0.5.1)

GIC

Graph Information Criterion (GIC)
fraiman.test

Daniel Fraiman and Ricardo Fraiman test for network differences between groups with an analysis of variance test (ANOVA).
cerqueira.test

Andressa Cerqueira, Daniel Fraiman, Claudia D. Vargas and Florencia Leonardi non-parametric test of hypotheses to verify if two samples of random graphs were originated from the same probability distribution.
fast.spectral.density

Degree-based spectral density
ghoshdastidar.test

Ghoshdastidar hypothesis testing for large random graphs.
graph.cor.test

Test for Association / Correlation Between Paired Samples of Graphs
graph.kmeans

K-means for Graphs
graph.mult.scaling

Multidimensional scaling of graphs
graph.param.estimator

Graph parameter estimator
statGraph-package

tools:::Rd_package_title("statGraph")
graph.hclust

Hierarchical cluster analysis on a list of graphs.
fast.eigenvalue.probability

Degree-based eigenvalue probability
graph.model.selection

Graph model selection
tang.test

Tang hypothesis testing for random graphs.
graph.cem

Clustering Expectation-Maximization for Graphs (graph.cem)
graph.entropy

Graph spectral entropy
graph.acf

Auto Correlation Function Estimation for Graphs
sp.anogva

Semi-Parametric Analysis Of Graph Variability (ANOGVA)
takahashi.test

Test for the Jensen-Shannon divergence between graphs
anogva

ANOGVA Analysis Of Graph Variability
fast.graph.param.estimator

Degree-based graph parameter estimator