2 citations · 8 across the 16 of their papers we have counts for
Showing 2022Show all
2 papers · 1 filter
stat.ML2022★ 2 cited
A Case of Exponential Convergence Rates for SVM
Vivien Cabannes, Stefano Vigogna
Classification is often the first problem described in introductory machine learning classes. Generalization guarantees of classification have historically been offered by Vapnik-C…
stat.ML2022★ 1 cited
Multiclass learning with margin: exponential rates with no bias-variance trade-off
Stefano Vigogna, Giacomo Meanti, Ernesto De Vito +1
We study the behavior of error bounds for multiclass classification under suitable margin conditions. For a wide variety of methods we prove that the classification error under a h…