172 citations · 763 across the 43 of their papers we have counts for
5 papers · 1 filter
Nonasymptotic one-and two-sample tests in high dimension with unknown covariance structure
Gilles Blanchard, Jean-Baptiste Fermanian
Let be an i.i.d. sample of square-integrable variables in , \GB{with common expectation and covariance matrix , both unkn…
Topologically penalized regression on manifolds
Olympio Hacquard, Krishnakumar Balasubramanian, Gilles Blanchard +2
We study a regression problem on a compact manifold M. In order to take advantage of the underlying geometry and topology of the data, the regression task is performed on the basis…
Error rate control for classification rules in multiclass mixture models
Tristan Mary-Huard, Vittorio Perduca, Gilles Blanchard +1
In the context of finite mixture models one considers the problem of classifying as many observations as possible in the classes of interest while controlling the classification er…
Statistical Learning Guarantees for Compressive Clustering and Compressive Mixture Modeling
Rémi Gribonval, Gilles Blanchard, Nicolas Keriven +1
We provide statistical learning guarantees for two unsupervised learning tasks in the context of compressive statistical learning, a general framework for resource-efficient large-…
Efficient Regularized Piecewise-Linear Regression Trees
Leonidas Lefakis, Oleksandr Zadorozhnyi, Gilles Blanchard
We present a detailed analysis of the class of regression decision tree algorithms which employ a regulized piecewise-linear node-splitting criterion and have regularized linear mo…