Slope heuristics and V-Fold model selection in heteroscedastic regression using strongly localized bases

Fabien Navarro, Adrien Saumard

We investigate the optimality for model selection of the so-called slope heuristics, $V$-fold cross-validation and $V$-fold penalization in a heteroscedastic with random design reg…