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In the same spirit as Tsybakov (2003), we define the optimality of anaggregation procedure in the problem of classification. Using an aggregate withexponential weights, we obtain an optimal rate of convex aggregation for thehinge risk under the margin assumption. Moreover we obtain an optimal rate ofmodel selection aggregation under the margin assumption for the excess Bayesrisk

Optimal rates of aggregation in classification under low noise assumption