Items where Author is "Melacci, Stefano"

Gnecco, Giorgio and Gori, Marco and Melacci, Stefano and Sanguineti, Marcello Learning with hard constraints as a limit case of learning with soft constraints. In: 24 th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN), April 27-29, 2016, Bruges, Belgium (In Press) (2016)

Gnecco, Giorgio and Gori, Marco and Melacci, Stefano and Sanguineti, Marcello Learning With Mixed Hard/Soft Pointwise Constraints. IEEE Transactions on Neural Networks and Learning Systems, 26 (9). pp. 2019-2032. ISSN 2162-237X (2015)

Gnecco, Giorgio and Gori, Marco and Melacci, Stefano and Sanguineti, Marcello Foundations of Support Constraint Machines. Neural Computation, 27 (2). pp. 388-480. ISSN 0899-7667 (2015)

Sanguineti, Marcello and Gnecco, Giorgio and Gori, Marco and Melacci, Stefano Dealing with mixed hard/soft constraints via Support constraint Machines. In: 45th Conference of Italian Operational Research Society (AIRO 2015), September 7-10, 2015, Pisa, Italy pp. 218-219. (2015)

Gnecco, Giorgio and Gori, Marco and Melacci, Stefano and Sanguineti, Marcello Learning as Constraint Reactions. In: Artificial Neural Networks. Springer Series in Bio-/Neuroinformatics (4). Springer, pp. 245-270. ISBN 978-3-319-09903-3 (2015)

Gnecco, Giorgio and Gori, Marco and Melacci, Stefano and Sanguineti, Marcello A Theoretical Framework for Supervised Learning from Regions. Neurocomputing, 129. pp. 25-32. ISSN 0925-2312 (2014)

Gnecco, Giorgio and Gori, Marco and Melacci, Stefano and Sanguineti, Marcello A Machine-Learning Paradigm that Includes Pointwise Constraints. In: 20th Conference of the International Federation of Operational Research Societies (IFORS 2014), July 13-18, 2014, Barcelona, Spain (2014)

Gnecco, Giorgio and Gori, Marco and Melacci, Stefano and Sanguineti, Marcello Supervised Learning from Regions and Box Kernels. In: 44th Conference of Italian Operational Research Society (AIRO 2014), September 2-5, 2014, Como, Italy p. 67. (2014)

Gnecco, Giorgio and Gori, Marco and Melacci, Stefano and Sanguineti, Marcello Learning with Hard Constraints. In: Artificial Neural Networks and Machine Learning – ICANN 2013. Lecture notes in computer science (8131). Springer, pp. 146-153. ISBN 978-3-642-40728-4 (2013)