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20132017
most citedClustering transformed compositional data using K-means, with applications in gene expression and bicycle sharing system data

75 citations · 109 across the 6 of their papers we have counts for

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Showing 2013Show all

2 papers · 1 filter

stat.AP2013★ 29 cited

Comparing Model Selection and Regularization Approaches to Variable Selection in Model-Based Clustering

Gilles Celeux, Marie-Laure Martin-Magniette, Cathy Maugis-Rabusseau +1

We compare two major approaches to variable selection in clustering: model selection and regularization. Based on previous results, we select the method of Maugis et al. (2009b), w…

math.ST2013★ 4 cited

Non-asymptotic detection of two-component mixtures with unknown means

Béatrice Laurent, Clément Marteau, Cathy Maugis-Rabusseau

This work is concerned with the detection of a mixture distribution from a -valued sample. Given a sample and an even density , our aim is to detect…