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math.ST2009★ 83 cited
Fast learning rates in statistical inference through aggregation
Jean-Yves Audibert
We develop minimax optimal risk bounds for the general learning task consisting in predicting as well as the best function in a reference set up to the smallest possi…
math.ST2007★ 332 cited
Fast learning rates for plug-in classifiers
Jean-Yves Audibert, Alexandre B. Tsybakov
It has been recently shown that, under the margin (or low noise) assumption, there exist classifiers attaining fast rates of convergence of the excess Bayes risk, that is, rates fa…