/Cute-Clustering

This is the first homework of CS3308 Machine Learning.

Primary LanguagePython

README

This is the first homework of Machine Learning in the spring semester of 2023.

The code repository consists mainly of two tasks:

  • RPCL algorithm for K-means

    please refer to rpclk.py and RPCLK4KM.py

    python rpclk.py --k x --beta x

  • model selections for GMM clustering

    please refer to GMM.py and model_selection.py

    python GMM.py --n_components x --n_clusters x --n_samples x --cluster_std x --method x

The implementation mainly focuses on how to automatically get the best k.

UPDATED!!!

To do the experiments, you can directly use the bash command:

bash experiment_rpclk.sh
bash experiment_gmm.sh