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[igraph] Definition of Modularity
From: |
Zhige Xin |
Subject: |
[igraph] Definition of Modularity |
Date: |
Tue, 12 Feb 2013 12:04:37 -0800 |
Hi dear all,
I have a question about the definition of Modularity proposed by Mark Newman in 2004. In his formula, for
any two nodes i and j in the same community in the network N, we sum the following Aij - Ki*Kj/2m and divide
it by 2m, where Aij is the corresponding entry in the adjacency matrix of N and Ki is the degree of node i and m
is the number of edges of N.
So my question is that why Ki*Kj/2m is "the probability of an edge existing between vertices i and j if connections
are made at random but respecting vertex degrees". Of course, I understand Ki*Kj is the all possible events for the
connection between i and j. Also, I checked the wiki page for Modularity which said this was based on Configuration
Model but I do not get why Expected [Full edges between i and j] = (Full edges between i and j)/(Total number of rewirings possible)
and what rewiring means? Besides, the wired thing is that it seems that Mark Newman did not include this Configuration Model
in his reference. So could someone explain this for me?
Thanks!
Isaiah
- [igraph] Definition of Modularity,
Zhige Xin <=