Multi-kernel Classification Machine with Universum learning - Couverture souple

Zhu, Changming

 
9783659707933: Multi-kernel Classification Machine with Universum learning
Couverture souple
ISBN 10 : 3659707937 ISBN 13 : 9783659707933
Editeur : LAP LAMBERT Academic Publishing, 2017

Synopsis

Universum learning can reflect priori knowledge about application domain and improve classification performances. Since multi-kernel classification machine with reduced complexity, i.e., NMKMHKS, has a high performance to reduce both the time and space complexities of multiple kernel learning (MKL), so we introduce Universum learning into NMKMHKS and propose a Universum-based NMKMHKS (Uni-NMKMHKS).

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Présentation de l'éditeur

Universum learning can reflect priori knowledge about application domain and improve classification performances. Since multi-kernel classification machine with reduced complexity, i.e., NMKMHKS, has a high performance to reduce both the time and space complexities of multiple kernel learning (MKL), so we introduce Universum learning into NMKMHKS and propose a Universum-based NMKMHKS (Uni-NMKMHKS).

Biographie de l'auteur

Changming Zhu received the B.S degree and PHD degree in Department of Computer Science and Engineering, East China University of Science and Technology (ECUST), China, 2010 and 2015 respectively. Currently he is a teacher in College of Information Engineering, Shanghai Maritime University. His research interests focus on neural computing.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2017
Langue
anglais
ISBN 10 
3659707937
ISBN 13 
9783659707933
Reliure
Broché
Nombre de pages
56
Coordonnées du fabricant
non disponible
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