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awcd's Introduction

awcd

Adaptive Weights Community Detection

AWCD is a novel non-parametric community detection technique based on adaptive weights. Weights are recovered using an iterative procedure based on statistical test of "no gap". The procedure is fully adaptive, allows overlapping communities, it is numerically feasible and applicable for large graphs, demonstrates very good performance on artifical and real world networks.

Setup

Build the latest development version from source:

git clone https://github.com/larisahax/awcd.git
cd awcd

Create, activate virtualenv and install the required packages.

virtualenv -p python3 env && source env/bin/activate
pip install -r awcd/requirements.txt

Setup and build the C lib for sparce matrix multiplication.

cd awcd/src/cython_c_wrapper
make

Now all is set. Run the example file to see the AWCD result on a Stochastic Block Model.

cd ../../
python main.py

Requirements

python 3.6

see the awcd/requirements.txt for the packages.

awcd's People

Contributors

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