4. Girvan-Newman (GN) Algorithm a) Write down the sequence of steps resulting from applying the GN algorithm in the following graph:

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4.
Girvan-Newman (GN) Algorithm
a)
Write down the sequence of steps resulting from applying the GN algorithm in the following
graph:
b) .
The following quantity is called the modularity of a graph that has been divided in M
communities:
k;k;
2L
ij
L is the number of links in the graph, A is the graph's adjacency matrix, k; is the degree of node i and c; is
the community to which node i belongs, which should be an integer number between 1 and M. The
symbol 8 is a Kroenecker deltal.
It is expected that the greater the modularity is, the best the division of the graphs in communities. Find
which division obtained from item (a) has the largest value of modularity and draw the resulting graph with
nodes coloured according to their communities.
c)
best division according to item (b).
Draw the corresponding dendrogram of the process from item (a) indicating the place for the
d)
Check whether the communities obtained in item (b) are strong or weak and, based on this
classification, comment whether the algorithm seems to give a good division.
Transcribed Image Text:4. Girvan-Newman (GN) Algorithm a) Write down the sequence of steps resulting from applying the GN algorithm in the following graph: b) . The following quantity is called the modularity of a graph that has been divided in M communities: k;k; 2L ij L is the number of links in the graph, A is the graph's adjacency matrix, k; is the degree of node i and c; is the community to which node i belongs, which should be an integer number between 1 and M. The symbol 8 is a Kroenecker deltal. It is expected that the greater the modularity is, the best the division of the graphs in communities. Find which division obtained from item (a) has the largest value of modularity and draw the resulting graph with nodes coloured according to their communities. c) best division according to item (b). Draw the corresponding dendrogram of the process from item (a) indicating the place for the d) Check whether the communities obtained in item (b) are strong or weak and, based on this classification, comment whether the algorithm seems to give a good division.
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