Title: Hyperbolic support vector machines
Authors: Nicolas Wicker - University of Lille (France) [presenting]
Aya El Dakdouki - University of Lille (France)
Yann Guermeur - CNRS (France)
Abstract: Support vector machines aim at separating two classes by a hyperplane. What happens if this surface is changed? We answer this question when hyperplanes are replaced by hyperboloids and show that the obtained class of functions is still learnable and improves in some cases the machine prediction capacities.