Random thresholds for linear model selection

Marc Lavielle and Carenne Ludena

Université Paris-Sud, Orsay


A method is introduced to estimate the number of significative coefficients in a parametric linear model selection problem. The method is based on a $L$ statistic and asymptotics can be obtained. The method can be interpreted by means of penalized estimation with random penalties.