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We consider the problem of binary classification where one can, for a particular cost, choose not to classify an observation. We present a simple proof for the oracle inequality for the excess risk of structural risk minimizers using a lasso type penalty.doi:10.1214/07-ejs058 fatcat:c7zi3litk5g4zj5pbozn2hbldm