Scaling up M-estimation via sampling designs: The Horvitz-Thompson stochastic gradient descent. - Stéphan Clémençon; Patrice Bertail; Emilie Chautru (IEEE BigData, 2014)

Improving the quality control of seismic data through active learning. - Mathieu Chambefort; Raphaël Butez; Emilie Chautru; Stéphan Clémençon (CoRR, 2022)

A Statistical Learning View of Simple Kriging. - Emilia Siviero; Emilie Chautru; Stéphan Clémençon (CoRR, 2022)