Lasso type classifiers with a reject option

05/16/2007

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by   Marten Wegkamp, et al.

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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.