Sparse space-time models: Concentration Inequalities and Lasso

Guilherme Ost, Patricia Reynaud-Bouret

Inspired by Kalikow-type decompositions, we introduce a new stochastic model of infinite neuronal networks, for which we establish sharp oracle inequalities for Lasso methods and r…