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.