Lasso and probabilistic inequalities for multivariate point processes

Niels Richard Hansen, Patricia Reynaud-Bouret, Vincent Rivoirard

Due to its low computational cost, Lasso is an attractive regularization method for high-dimensional statistical settings. In this paper, we consider multivariate counting processe…