2 papers
stat.ML2025
Convex Clustering Redefined: Robust Learning with the Median of Means Estimator
Sourav De, Koustav Chowdhury, Bibhabasu Mandal +4
Clustering approaches that utilize convex loss functions have recently attracted growing interest in the formation of compact data clusters. Although classical methods like k-means…
stat.ML2025
Dirichlet Process-based Robust Clustering using the Median-of-Means Estimator
Supratik Basu, Jyotishka Ray Choudhury, Debolina Paul +1
Clustering stands as one of the most prominent challenges in unsupervised machine learning. Among centroid-based methods, the classic -means algorithm, based on Lloyd's heuristi…