darkhanmedeuov / networkdistance

Distance Measures for Networks

NetworkDistance

NetworkDistance package is a collection of inter-graph distance measures. Instead of graph distance that measures the degree of farness between nodes within a graph, we consider each network as an object and compute distance between those objects.

Installation

You can install the released version of NetworkDistance from CRAN with:

install.packages("NetworkDistance")

or the development version from github:

## install.packages("devtools")
## library(devtools)
devtools::install_github("kyoustat/NetworkDistance")

Currently Available Methods

We support following methds at this stage and the collection will be expanded continuously.

Function	Reference	Description
nd.centrality	Roy et al. (2014)	Distance by Network Centrality Measures
nd.csd	Ipsen and Mikhailov (2002)	L2 Distance of Continuous Spectral Densities
nd.dsd	Wilson and Zhu (2008)	Discrete Spectral Distance
nd.edd		Edge Difference Distance
nd.extremal	Jakobson and Rivin (2002)	Extremal Distance with Top-k Eigenvalues
nd.gdd	Hammond et al. (2013)	Graph Diffusion Distance
nd.hamming	Hamming (1950)	Hamming Distance
nd.him	Jurman et al. (2015)	Hamming-Ipsen-Mikhailov (HIM) Distance
nd.nfd	Bao et al. (2018)	Network Flow Distance
nd.wsd	Fay et al. (2010)	Distance with Weighted Spectral Distribution