no code implementations • NeurIPS 2012 • Youssef Mroueh, Tomaso Poggio, Lorenzo Rosasco, Jean-Jeacques Slotine
In this paper we dicuss a novel framework for multiclass learning, defined by a suitable coding/decoding strategy, namely the simplex coding, that allows to generalize to multiple classes a relaxation approach commonly used in binary classification.
no code implementations • NeurIPS 2012 • Jake Bouvrie, Jean-Jeacques Slotine
To learn reliable rules that can generalize to novel situations, the brain must be capable of imposing some form of regularization.