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These notes gather recent results on robust statistical learning theory. Thegoal is to stress the main principles underlying the construction andtheoretical analysis of these estimators rather than provide an exhaustiveaccount on this rapidly growing field. The notes are the basis of lecturesgiven at the conference StatMathAppli 2019.

Lecture Notes: Selected topics on robust statistical learning theory