104 citations · 115 across the 4 of their papers we have counts for
3 papers · 1 filter
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…
Discriminative variable selection for clustering with the sparse Fisher-EM algorithm
Charles Bouveyron, Camille Brunet
The interest in variable selection for clustering has increased recently due to the growing need in clustering high-dimensional data. Variable selection allows in particular to eas…
Simultaneous model-based clustering and visualization in the Fisher discriminative subspace
Charles Bouveyron, Camille Brunet
Clustering in high-dimensional spaces is nowadays a recurrent problem in many scientific domains but remains a difficult task from both the clustering accuracy and the result under…