25 citations · 90 across the 20 of their papers we have counts for
3 papers · 1 filter
Nonparametric plug-in classifier for multiclass classification of S.D.E. paths
Christophe Denis, Charlotte Dion-Blanc, Eddy Ella Mintsa +1
We study the multiclass classification problem where the features come from the mixture of time-homogeneous diffusions. Specifically, the classes are discriminated by their drift f…
Prediction intervals with controlled length in the heteroscedastic Gaussian regression
Christophe Denis, Mohamed Hebiri, Ahmed Zaoui
We tackle the problem of building a prediction interval in heteroscedastic Gaussian regression. We focus on prediction intervals with constrained expected length in order to guaran…
Active learning algorithm through the lens of rejection arguments
Christophe Denis, Mohamed Hebiri, Boris Ndjia Njike +1
Active learning is a paradigm of machine learning which aims at reducing the amount of labeled data needed to train a classifier. Its overall principle is to sequentially select th…