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cs.LG2024
On the Rashomon ratio of infinite hypothesis sets
Evzenie Coupkova, Mireille Boutin
Given a classification problem and a family of classifiers, the Rashomon ratio measures the proportion of classifiers that yield less than a given loss. Previous work has explored…
cs.LG2021
Approximation and generalization properties of the random projection classification method
Mireille Boutin, Evzenie Coupkova
The generalization gap of a classifier is related to the complexity of the set of functions among which the classifier is chosen. We study a family of low-complexity classifiers co…