172 citations · 664 across the 34 of their papers we have counts for
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stat.ME2015★ 1 cited
Bayesian mixtures of spatial spline regressions
Faicel Chamroukhi
This work relates the framework of model-based clustering for spatial functional data where the data are surfaces. We first introduce a Bayesian spatial spline regression model wit…
stat.ME2015★ 6 cited
Non-Normal Mixtures of Experts
Faicel Chamroukhi
Mixture of Experts (MoE) is a popular framework for modeling heterogeneity in data for regression, classification and clustering. For continuous data which we consider here in the…
stat.ML2015
Dirichlet Process Parsimonious Mixtures for clustering
Faicel Chamroukhi, Marius Bartcus, Hervé Glotin
The parsimonious Gaussian mixture models, which exploit an eigenvalue decomposition of the group covariance matrices of the Gaussian mixture, have shown their success in particular…