ICML-Generalization Bounds in the Presence of Outliers a Median-of-Means Study

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Generalization Bounds in the Presence of Outliers: a Median-of-Means Study

               Pierre Laforgue 1 Guillaume Staerman 2 Stephan Clémenon 2

              Abstract                  corruption of the observations acquired. From a statistical
                                   perspective, two frameworks have been introduced to model
   In contrast to the empirical mean, the Median-of-        these aspects: (1) the heavy-tailed framework, where only
   Means (MoM) is an estimator of the  ...

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关键词：Outliers Presence outlier General Bounds