On Generalizing the C-Bound to the Multiclass and Multi-label Settings - Archive ouverte HAL
Communication Dans Un Congrès Année : 2014

On Generalizing the C-Bound to the Multiclass and Multi-label Settings

Résumé

The C-bound, introduced in Lacasse et al., gives a tight upper bound on the risk of a binary majority vote classifier. In this work, we present a first step towards extending this work to more complex outputs, by providing generalizations of the C-bound to the multiclass and multi-label settings.
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Dates et versions

hal-01093560 , version 1 (10-12-2014)
hal-01093560 , version 2 (13-01-2015)

Identifiants

Citer

François Laviolette, Emilie Morvant, Liva Ralaivola, Jean-Francis Roy. On Generalizing the C-Bound to the Multiclass and Multi-label Settings. NIPS 2014 Workshop on Representation and Learning Methods for Complex Outputs, Dec 2014, Montréal, Canada. ⟨hal-01093560v2⟩
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