Fast learning rates for plug-in classifiers

Audibert, Tsybakov2007Score compression and ratio estimation

Margin comparison inequalities

Author manuscript, §5, Lemma 5.2/proof, manuscript pp. 19–20. Supports the split-and-optimize method in SCORE-ERROR-RULE-TRANSFER; spatial margins and Fisher transfer require a reduction.

Jean-Yves Audibert and Alexandre B. Tsybakov; section 5 comparison inequalities inspected in author manuscript, pp. 19–20. Journal pagination not inferred.

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Applying a frozen rule to the proxy instead of the truth: mislabel mass under a margin condition and an exact Loewner sandwich on the retained informationSCORE-ERROR-RULE-TRANSFER