Predictive K-means with local models

no code implementations • 16 Dec 2020 • Vincent Lemaire, Oumaima Alaoui Ismaili, Antoine Cornuéjols, Dominique Gay

We present two new algorithms using this technique and show on a variety of data sets that they are competitive for prediction performance with pure supervised classifiers while offering interpretability of the clusters discovered.

Clustering Explainable Artificial Intelligence (XAI)