3 papers
stat.ME2024
Shared active subspace for multivariate vector-valued functions
Khadija Musayeva, Mickael Binois
This paper proposes several approaches as baselines to compute a shared active subspace for multivariate vector-valued functions. The goal is to minimize the deviation between the…
cs.LG2020
Sample Complexity Result for Multi-category Classifiers of Bounded Variation
Khadija Musayeva
We control the probability of the uniform deviation between empirical and generalization performances of multi-category classifiers by an empirical L1 -norm covering number when th…
math.ST2018
Rademacher Complexity and Generalization Performance of Multi-category Margin Classifiers
Khadija Musayeva, Fabien Lauer, Yann Guermeur
One of the main open problems in the theory of multi-category margin classification is the form of the optimal dependency of a guaranteed risk on the number C of categories, the sa…