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[igraph] Multilevel vs Label propagation


From: Zhige Xin
Subject: [igraph] Multilevel vs Label propagation
Date: Wed, 13 Feb 2013 15:44:57 -0800

Hi dear all,

I have tested two community detection methods for some data sets. One is community_multilevel() and 

the other one is community_label_propagation(). The results surprised me because the LPA is very slower

than the multilevel algorithm but theoretically the LPA is superior since it is linear. I do not get it.

The following is my testing results:

data set:         Internet(nodes:22963,edges:48436)         collaboration(40421,175692)
Multilevel:       0.5454 seconds                                      2.3077 seconds
LPA:               29.4948 seconds                                    184.7579 seconds

BTW, all the data sets are gml file format and can be downloaded from Mark Newman's homepage.

And the following is my testing platform:

Cpu: intel core2    1.7 GHz
Memory: 2GB
Hard drive: 320GB 5400rpm
OS: Linux Mint 14
Language: python 2.7
Library: igraph

Thanks!




Isaiah
 

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