caa a22 4500 475801016 CHVBK 20180406123737.0 cr unu---uuuuu 170329e20000201xx s 000 0 eng 10.1023/A:1009607527399 doi (NATIONALLICENCE)springer-10.1023/A:1009607527399 A New Method to Increase the Margin of Multilayer Perceptrons [Elektronische Daten] [Vincent Lemaire, Olivier Bernier, Daniel Collobert, Fabrice Clérot] A new method to maximize the margin of MLP classifier in classification problems is described. Thismethod is based on a new cost function which minimizes the variance ofthe mean squared error. We show that with this cost function the generalizationperformance increase. This method is tested and compared with the standard mean square errorand is applied to a face detection problem. Kluwer Academic Publishers, 2000 classification nationallicence face detection nationallicence margin nationallicence neural network nationallicence Lemaire Vincent France-Télécom CNET DTL/DLI/TNT, Technopole Anticipa, 2 Avenue Pierre Marzin, 22307, Lannion Cedex, France aut Bernier Olivier France-Télécom CNET DTL/DLI/TNT, Technopole Anticipa, 2 Avenue Pierre Marzin, 22307, Lannion Cedex, France aut Collobert Daniel France-Télécom CNET DTL/DLI/TNT, Technopole Anticipa, 2 Avenue Pierre Marzin, 22307, Lannion Cedex, France aut Clérot Fabrice France-Télécom CNET DTL/DLI/TNT, Technopole Anticipa, 2 Avenue Pierre Marzin, 22307, Lannion Cedex, France aut Neural Processing Letters Kluwer Academic Publishers 11/1(2000-02-01), 7-15 1370-4621 11:1<7 2000 11 11063 https://doi.org/10.1023/A:1009607527399 text/html Onlinezugriff via DOI 1 research-article jats NATIONALLICENCE 856 40 https://doi.org/10.1023/A:1009607527399 text/html Onlinezugriff via DOI NATIONALLICENCE 700 1- Lemaire Vincent France-Télécom CNET DTL/DLI/TNT, Technopole Anticipa, 2 Avenue Pierre Marzin, 22307, Lannion Cedex, France aut NATIONALLICENCE 700 1- Bernier Olivier France-Télécom CNET DTL/DLI/TNT, Technopole Anticipa, 2 Avenue Pierre Marzin, 22307, Lannion Cedex, France aut NATIONALLICENCE 700 1- Collobert Daniel France-Télécom CNET DTL/DLI/TNT, Technopole Anticipa, 2 Avenue Pierre Marzin, 22307, Lannion Cedex, France aut NATIONALLICENCE 700 1- Clérot Fabrice France-Télécom CNET DTL/DLI/TNT, Technopole Anticipa, 2 Avenue Pierre Marzin, 22307, Lannion Cedex, France aut NATIONALLICENCE 773 0- Neural Processing Letters Kluwer Academic Publishers 11/1(2000-02-01), 7-15 1370-4621 11:1<7 2000 11 11063 Metadata rights reserved Springer special CC-BY-NC licence nationallicence BK010053 XK010053 XK010000 NATIONALLICENCE NATIONALLICENCE NL-springer