This is the package version for ANU Honours project -- Towards Faster Hyperparameter-free Clustering using Enhanced Iterative Label Spreading.

• Original version: in ils/basic_ils.py
  • Note: Improvements have been made to the outdated pandas.append() method.
• Enhanced version: this repository
• Scikit-Learn version: https://github.com/ajp1717/Summer-Project-Advanced-and-Interpretable-Unsupervised-Learning

conda env create --file environment.yml -n EILS
conda activate EILS	

OR

curl -sSL https://raw.githubusercontent.com/python-poetry/poetry/master/get-poetry.py | python -
git clone https://github.com/Thea-Hsu/EILS.git
cd EILS
poetry init

This package designs an enhanced version of ILS clustering.

For details, please see the demo.ipynb

• cfsdp_demo.ipynb
• dirchlet_AND_agglomerative_demo.ipynb

• Add explainations for demo files, it is expected to be completed after the thesis.

• Xinyue (Thea) Xu ([email protected])
• Dr. Amanda Parker: supervisor, designed the original version of Iterative Label Spreading.

• Jon Ting: for testing the usage of ILS and EILS.