D. Sommaire and .. Introduction, 151 D.2 Considered setting, 154 D.2.3 Assumptions, p.155

. Generalization, /. Using-covering, and .. Lipschitz, 156 D.3.1 Union bound and concentration inequality 156 D.3.2 Lipschitz properties of the cost function, 157 D.3.3 Final Covering/Lipschitz bound . . . . . . . . . . . . . . . 157

/. Generalization-bound-using-mcdiarmid and .. Slepian, 158 D.4.1 Application of McDiarmid's inequality 159 D.4.3 Application of Slepian's lemma, p.160