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Maxime Sangnier, Olivier Fercoq, Florence d'Alché-Buc

Public reference bibliography and cataloged PDF materials authored or published by Maxime Sangnier, Olivier Fercoq, Florence d'Alché-Buc.

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Data sparse nonparametric regression with epsilon-insensitive losses

Year: 2017 • Source: hal.science • Listed PDF

Leveraging the celebrated support vector regression (SVR) method, we propose a unifying framework in order to deliver regression machines in reproducing kernel Hilbert spaces (RKHSs) with data sparsity. The central point...