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fastnet (version 1.0.0)

Large-Scale Social Network Analysis

Description

We present an implementation of the algorithms required to simulate large-scale social networks and retrieve their most relevant metrics. Details can be found in the accompanying scientific paper on the Journal of Statistical Software, .

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Version

Install

install.packages('fastnet')

Monthly Downloads

226

Version

1.0.0

License

GPL (>= 2)

Maintainer

Nazrul Shaikh

Last Published

December 1st, 2020

Functions in fastnet (1.0.0)

metric.cluster.global

Global Clustering Coefficient
degree.collect

Degrees of nodes
from.igraph

Transform an igraph object to a fastnet object
from.edgelist

Edgelist to fastnet
draw.net

Plot of a small network
degree.dist

Plot of the degree distribution of a network
metric.degree.max.efficient

Efficient Maximal Degree
metric.degree.max

Maximal Degree
metric.eigen.mean

Mean Eigenvalue Centrality
metric.eigen.median

Median Eigenvalue Centrality
metric.cluster.mean

Mean Local Clustering Coefficient
net.rewired.caveman

Rewired (Connected) Caveman Network
net.random.plc

Random Network with a Power-law Degree Distribution that Has An Exponential Cutoff
metric.degree.effective

Effective Degree
metric.degree.entropy

Degree Entropy
metric.eigen.value

Eigenvalue Score
metric.distance.effdia

Effective Diameter
metric.degree.min

Minimal Degree
metric.distance.meanecc

Mean Eccentricity
metric.degree.sd

Standard Deviation of Degree Distribution
net.barabasi.albert

Barabasi-Albert Scale-free Graph
net.caveman

Caveman Network
preview.deg

Preview of the degree distribution of a network
metric.cluster.median

Median Local Clustering Coefficient
metric.distance.apl

Average Path Length
metric.distance.diameter

Diameter
net.cluster.affiliation

Generate a cluster-affiliation graph
net.complete

Complete Network
preview.net

Preview of a network
net.erdos.renyi.gnp

Directed / Undirected Erdos-Renyi \(G(n,p)\) network
metric.graph.density

Graph Density
net.ring.lattice

k - regular ring lattice
metric.degree.mean

Mean Degree
metric.degree.median

Median Degree
net.watts.strogatz

Watts-Strogatz Small-world Network
to.tidygraph

fastnet to tidygraph
net.holme.kim

Holme-Kim Network
metric.distance.mpl

Median Path Length
to.igraph

fastnet to igraph
metric.distance.medianecc

Median Eccentricity
net.degree.constraint

Generate a degree-constraint graph
to.edgelist

fastnet to edgelist
net.erdos.renyi.gnm

Directed / Undirected Erdos-Renyi \(G(n,m)\) network using a fix edge size.
degree.hist

Histogram of the degree distribution of a network
from.statnet

statnet to fastnet
get.neighbors

Neighbors of an agent in a network
from.adjacency

Adjacency Matrix to fastnet