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get connected components using igraph in R

I would like to find all the connected components of a graph where the components have more than one element.

using the clusters gives the membership to different clusters and using cliques does not give connected components.

This is a follow up from

multiple intersection of lists in R

My main goal was to find all the groups of lists which have elements in common with each other.

Thanks in advance!

like image 940
Dinesh Avatar asked May 23 '15 00:05

Dinesh


1 Answers

You can use the results from components to subset your nodes according to the component size.

library(igraph)

# example graph
set.seed(1)
g <- erdos.renyi.game(20, 1/20)
V(g)$name <- letters[1:20]
par(mar=rep(0,4))
plot(g)

enter image description here

# get components
cl <- components(g)
cl
# $membership
# [1]  1  2  3  4  5  4  5  5  6  7  8  9 10  3  5 11  5  3 12  5
# 
# $csize
# [1] 1 1 3 2 6 1 1 1 1 1 1 1
# 
# $no
# [1] 12


# loop through to extract common vertices
lapply(seq_along(cl$csize)[cl$csize > 1], function(x) 
                                         V(g)$name[cl$membership %in% x])
# [[1]]
# [1] "c" "n" "r"
# 
# [[2]]
# [1] "d" "f"
# 
# [[3]]
# [1] "e" "g" "h" "o" "q" "t"
like image 156
user20650 Avatar answered Sep 21 '22 12:09

user20650