no code implementations • 25 Jul 2020 • Emmanuel Caron, Stephane Chretien
Recent extensive numerical experiments in high scale machine learning have allowed to uncover a quite counterintuitive phase transition, as a function of the ratio between the sample size and the number of parameters in the model.
1 code implementation • 15 Jun 2019 • Emmanuel Caron, Jérôme Dedecker, Michel Bertrand
This paper introduces the R package slm which stands for Stationary Linear Models.
Applications Computation Methodology 62J05, 60G10, 62F03, 62M10, 62M15, 68-01
no code implementations • 17 Oct 2012 • Mohamed Ibrahim Assoweh, Emmanuel Caron, Stéphane Chrétien
In this model, the columns of the design matrix are drawn from a Gaussian mixture model.