Neighborhoods are good communities
David F. Gleich
C. Seshadhri
These codes are research prototypes and may not work for you. No promises. But do email if you run into problems.
Download
-
neigh-comm.tar.gz (updated to avoid embarassing omission of all real codes 2011-12-07)
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neigh-comm-data.tar.gz warning, 2gb file, unzip into neighborhoods directory {: .nobullets}
Prereqs
Setup
Start matlab in the directory where you unzipped the neigh-comm.tar.gz file
$ matlab
>> setup_paths
>> compile
This should work on Mac OSX (Lion tested) and Ubuntu linux (10.10 tested) with Matlab R2011a.
Once that's all done, the following should work (in Matlab)
>> ncpneighs(load_graph('email-Enron'))
To run some of the codes, you'll need to compile the pprclusters directory.
In bash:
$ cd pprclusters
$ make
Please let me know if you run into any issues.
Overview
The package is organized by directory
/
- All of the main matlab codes
data
- data files for the experiments, and precomputed data
test
- codes to poke around the edges and make sure things work as expected
experiments
- experimental codes and figures
pprclusters
- standalone C++ code for the ppr clusters
web
- this information and all the figures
Figures
|Experiment|Description|Figure|
|:------------------|:------------------------------------|:------------------|
|experiments/lesmis/lesmis_figs.m
| The les mis figure sequences | Fig. 1, Fig. 6 |
|data/print_graph_table
| Write out the data for each graph | Tab. 2 |
|experiments/neighborhoods/neighborhoods.m
| Make the neighborhood plots from precomputed data | Fig. 2 |
|experiments/neighborhoods/neighvsncp.m
| Make the neighborhood and pprncp plots from precomputed data | Fig. 3 |
|experiments/cores/corefigs.m
| Compare the core clusters to the others | Fig. 4 |
|experiments/grow/localmin_figure.m
| Show the locally minimal communities on the ncp| Fig. 5 |
|experiments/grow/pprgrowfigs.m
| Compare the pprgrown clusters to the others | Fig. 7 |
Online only figures
- Vertex neighborhoods
- Vertex neighborhoods and PageRank NCPs
- Core neighborhoods
- PageRank grown locally minimal neighborhoods communities
The names of the graphs are:
Penn94, anony-interactions-oneyearA-cc (fb-A-onyear), arxiv-ubc,
as-22july06, ca-AstroPh-cc, cond-mat-2005-fix-cc,
dblp-cc, email-Enron-cc, hollywood-2009-cc,
itdk0304-cc, networkA-anonymized (fb-A), oregon2_010526,
p2p-Gnutella25, rand-ff-25000-0.4 (ff-0.4), rand-ff-25000-0.49 (ff-0.49),
soc-LiveJournal1, web-Google
Any figure can be accessed via * neigh-itdk0304-cc.png * nvsncp-itdk0304-cc.png * core-itdk0304-cc.png * pprgrow-itdk0304-cc.png
The other graphs are:
Penn94, anony-interactions-oneyearA-cc (fb-A-onyear), arxiv-ubc,
as-22july06, ca-AstroPh-cc, cond-mat-2005-fix-cc,
dblp-cc, email-Enron-cc, hollywood-2009-cc,
itdk0304-cc, networkA-anonymized (fb-A), oregon2_010526,
p2p-Gnutella25, rand-ff-25000-0.4 (ff-0.4), rand-ff-25000-0.49 (ff-0.49),
soc-LiveJournal1, web-Google
So put the general pattern is <figtype>-<graph>.png