Finite-sample overpenalization by minimal-penalty algorithms
Let penoptgal(m)\operatorname{pen}_{\mathrm{opt}}^{\mathrm{gal}}(m)penoptgal(m) be the optimal penalty and suppose that Algorithms 5–6 are first-order optimal for a model-selection problem. Let…