  In the same spirit as Tsybakov (2003), we define the optimality of an
aggregation procedure in the problem of classification. Using an aggregate with
exponential weights, we obtain an optimal rate of convex aggregation for the
hinge risk under the margin assumption. Moreover we obtain an optimal rate of
model selection aggregation under the margin assumption for the excess Bayes
risk.
