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CINNA (version 1.2.0)

Deciphering Central Informative Nodes in Network Analysis

Description

Functions for computing, comparing and demonstrating top informative centrality measures within a network .

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Version

Install

install.packages('CINNA')

Monthly Downloads

420

Version

1.2.0

License

GPL-3

Maintainer

Minoo Ashtiani

Last Published

April 7th, 2022

Functions in CINNA (1.2.0)

kangaroo

Kangaroo Network

calculate_centralities

Centrality measure calculation

giant_component_extract

Giant component extraction of a graph

group_centrality

Group Centrality

dangalchev_closeness_centrality

Dangalchev Closeness Centrality

local_bridging_centrality

Local Bridging Centrality

harmonic_centrality

Harmonic Centrality

graph_extract_components

Component extraction of a graph

cortex

Macaque Visual Cortex Network

drugTarget

Drug Target Network

print_visualize_correlations

Print centrality correlation plot

summary_tsne_centralities

Summarize t-Distributed Stochastic Neighbor Embedding (t-SNE) on centrality measures

tsne_centralities

t-Distributed Stochastic Neighbor Embedding (t-SNE) on centrality measures

print_visualize_dendrogram

Print dendrogram plot of a graph

summary_pca_centralities

Summarize PCA result related to centrality measures

summary_graph_extract_components

Summarize component extraction of a graph

summary_calculate_centralities

Summarize centrality measure calculation results

rhesus

Moreno Rhesus Network

wiener_index_centrality

Wiener Index Centrality

print_visualize_association

Print pairwise association plot among centrality measures into a file

print_visualize_pair_correlation

Print pairwise correlation and histogram plots between two centrality measures

proper_centralities

Proper centrality measure representation

print_calculate_centralities

Print computed centrality measures results into a file

zachary

Zachary Karate Club Network

misc_extract_components

Component extraction of miscellaneous graph formats

print_visualize_graph

Print visualized based on centrality values graph

visualize_association

Pairwise association plot between centrality measures

visualize_correlations

Correlation plot between centrality measures

pca_centralities

Ranking centrality measure based on contributions

visualize_heatmap

Heatmap plot between centrality measures

visualize_graph

Graph visualization based on a specific centrality measure

visualize_dendrogram

Dendrogram plot among centrality measures

print_visualize_heatmap

Print the heatmap plot of centrality measures

visualize_pair_correlation

Pairwise correlation plot between two centrality measures