K-bMOM: a robust Lloyd-type clustering algorithm based on bootstrap Median-of-Means

Camille Brunet-Saumard, Edouard Genetay, Adrien Saumard

We propose a new clustering algorithm that is robust to the presence of outliers in the dataset. We perform Lloyd-type iterations with robust estimates of the centroids. More preci…