The median-of-means is an estimator of the mean a random variable that has emerged as efficient and flexible tool to design robust learning algorithms with optimal theoretical guarantees. However, its use for clustering task suggests dividing dataset into blocks, which may provoke disappearance some clusters in blocks lead bad performances. To overcome this difficulty, procedure termed “bootstr...