Git Product home page Git Product logo

ucode's Introduction

UCoDe: Unified Community Detection with Graph Convolutional Networks

Implementation of UCoDe for overlapping and non-overlapping community detection as proposed in the paper:

This implementation is written in Python 3.

Requirements

  • networkx
  • numpy
  • pandas
  • scikit-learn
  • scipy
  • torch==1.10.0

Installation

You can install all the required packages using the following command:

$conda create --name --file requirements.txt

Run the code

Run main.py for an example result of non-overlapping community detection.
Run mainOUCODE.py for an example result of overlapping community detection.

Cite

@article{moradan2023ucode,
author = {Moradan, Atefeh and Draganov, Andrew and Mottin, Davide and Assent, Ira},
title = {UCoDe: unified community detection with graph convolutional networks},
journal = {Machine Learning},
pages={1--24},
year = {2023},
publisher = {Springer},
}

ucode's People

Contributors

atefemoradan avatar andrew-draganov avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.