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math.ST2024★ 3 cited
Selecting informative conformal prediction sets with false coverage rate control
Ulysse Gazin, Ruth Heller, Ariane Marandon +1
In supervised learning, including regression and classification, conformal methods provide prediction sets for the outcome/label with finite sample coverage for any machine learnin…
math.ST2022★ 1 cited
False membership rate control in mixture models
Ariane Marandon, Tabea Rebafka, Etienne Roquain +1
The clustering task consists in partitioning elements of a sample into homogeneous groups. Most datasets contain individuals that are ambiguous and intrinsically difficult to attri…