Official Implementation of POCS-based Clustering Algorithm
Project description
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
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