OST , G

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 restricted eigen-value properties for the associated Gram matrix with high probability. These results hold even if the network is only partially observed. The main...