Search Results for author: Andrea Zanoni

Found 3 papers, 1 papers with code

Minimax Classification with 0-1 Loss and Performance Guarantees

2 code implementations NeurIPS 2020 Santiago Mazuelas, Andrea Zanoni, Aritz Perez

We also present MRCs' finite-sample generalization bounds in terms of training size and smallest minimax risk, and show their competitive classification performance w. r. t.

Classification General Classification +1

Supervised classification via minimax probabilistic transformations

no code implementations2 Feb 2019 Santiago Mazuelas, Andrea Zanoni, Aritz Perez

Conventional techniques for supervised classification constrain the classification rules considered and use surrogate losses for classification 0-1 loss.

Classification General Classification +1

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