POCS-based Clustering Algorithm

Official implementation of the Projection Onto Convex Set (POCS)-based clustering algorithm.

Introduction

• Main authors: Le-Anh Tran, Dong-Chul Park

• Algorithm:

  

Usage

Package

We release a package of this project on PyPI:

pip install pocs-based-clustering

Demo via Installed Package

test_pocs_clustering_package.ipynb

Demo via Local Script

python test_pocs_clustering_local.py

Results

Results on Clustering basic benchmark

Citation

Please cite our works if you utilize any data from this work for your study.

@inproceedings{tran2022pocs,
  title={POCS-based Clustering Algorithm},
  author={Tran, Le-Anh and Deberneh, Henock M and Do, Truong-Dong and Nguyen, Thanh-Dat and Le, My-Ha and Park, Dong-Chul},
  booktitle={2022 International Workshop on Intelligent Systems (IWIS)},
  pages={1--6},
  year={2022},
  organization={IEEE}
}

@article{tran2024cluster,
  title={Cluster Analysis via Projection onto Convex Sets},
  author={Tran, Le-Anh and Kwon, Daehyun and Deberneh, Henock Mamo and Park, Dong-Chul},
  journal={Intelligent Data Analysis},
  year={2024},
  publisher={IOS Press}
}

Have fun!

LA Tran