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This repository contains the code for structural entropy community detection. The philosophy behind this method is to use the structural entropy of a network to detect communities. The structural entropy is a measure of the uncertainty of the network structure. The idea is that the higher the uncertainty, the more likely it is that the network is divided into communities.

Project description

Structural Entropy Community Detection

This repository contains the code for structural entropy community detection. The philosophy behind this method is to use the structural entropy of a network to detect communities. The structural entropy is a measure of the uncertainty of the network structure. The idea is that the higher the uncertainty, the more likely it is that the network is divided into communities.

Installation

To install the package, run the following command:

pip install structural-entropy-community-detection

Or you can directly install the latest version from the GitHub repository:

pip install git+https://github.com/c0mm4nd/structural-entropy-community-detection

Usage

from networkx import karate_club_graph
from se_community import community_detection

G = karate_club_graph()
communities = community_detection(G)

print(communities)
# {0: 0, 1: 0, 2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 1, 9: 1, 10: 0, 11: 0, 12: 0, 13: 0, 14: 1, 15: 1, 16: 0, 17: 0, 18: 1, 19: 0, 20: 1, 21: 0, 22: 1, 23: 1, 24: 1, 25: 1, 26: 1, 27: 1, 28: 1, 29: 1, 30: 1, 31: 1, 32: 1, 33: 1}

Contributing

The code is not perfect and there is always room for improvement. If you have any suggestions or ideas, feel free to open an issue or a pull request.

Project details


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