<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "Dealing with mixed hard/soft constraints via Support constraint Machines"^^ . "A learning paradigm is presented, which extends the classical framework of\r\nlearning from examples by including hard pointwise constraints, i.e., constraints that cannot be\r\nviolated. In applications, hard pointwise constraints may encode very precise prior knowledge\r\ncoming from rules, applied, e.g., to a large collection of unsupervised examples. The classical\r\nlearning framework corresponds to soft pointwise constraints, which can be violated at the cost\r\nof some penalization. The functional structure of the optimal solution is derived in terms of a set\r\nof “support constraints”, which generalize the classical concept of “support vectors”. They are\r\nat the basis of a novel learning parading, that we called “Support Constraint Machines”. A case\r\nstudy and a numerical example are presented."^^ . "2015" . . . . . . . . . . . . . . . . "Giorgio"^^ . "Gnecco"^^ . "Giorgio Gnecco"^^ . . "Marcello"^^ . "Sanguineti"^^ . "Marcello Sanguineti"^^ . . "Marco"^^ . "Gori"^^ . "Marco Gori"^^ . . "Stefano"^^ . "Melacci"^^ . "Stefano Melacci"^^ . . . . "45th Conference of Italian Operational Research Society (AIRO 2015)"^^ . . . . . "Pisa, Italy"^^ . . . . . "HTML Summary of #3131 \n\nDealing with mixed hard/soft constraints via Support constraint Machines\n\n" . "text/html" . . . "QA75 Electronic computers. Computer science"@en . .