Bartlett, Peter L. - 2008
, however, where complexity penalties like this give loose upper bounds on the estimation error. In particular, if we choose a … function from a suitably simple convex function class with a strictly convex loss function, then the estimation error (the … models is ordered by inclusion, in these cases we can use tight upper bounds on estimation error as a complexity penalty …
