Machine Learning: Modeling Data Locally and Globally - Couverture rigide

Huang, Kai-Zhu; Yang, Hai-Qin; King, Irwin; Lyu, Michael R.

 
9783540794516: Machine Learning: Modeling Data Locally and Globally
Couverture rigide
ISBN 10 : 3540794514 ISBN 13 : 9783540794516
Editeur : Springer-Verlag Berlin and Heidelberg GmbH & Co. K, 2008

Synopsis

"Machine Learning - Modeling Data Locally and Globally" presents a novel and unified theory that tries to seamlessly integrate different algorithms. Specifically, the book distinguishes the inner nature of machine learning algorithms as either 'local learning' or 'global learning'. This theory not only connects previous machine learning methods, or serves as roadmap in various models, but - more importantly - it also motivates a theory that can learn from data both locally and globally. This would help the researchers gain a deeper insight and comprehensive understanding of the techniques in this field. The book reviews current topics,new theories and applications. Kaizhu Huang was a researcher at the Fujitsu Research and Development Center and is currently a research fellow in the Chinese University of Hong Kong. Haiqin Yang leads the image processing group at HiSilicon Technologies. Irwin King and Michael R. Lyu are professors at the Computer Science and Engineering department of the Chinese University of Hong Kong.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Présentation de l'éditeur

Machine Learning - Modeling Data Locally and Globally presents a novel and unified theory that tries to seamlessly integrate different algorithms. Specifically, the book distinguishes the inner nature of machine learning algorithms as either "local learning"or "global learning". This theory not only connects previous machine learning methods, or serves as roadmap in various models, but - more importantly - it also motivates a theory that can learn from data both locally and globally. This would help the researchers gain a deeper insight and comprehensive understanding of the techniques in this field. The book reviews current topics, new theories and applications. Kaizhu Huang was a researcher at the Fujitsu Research and Development Center and is currently a research fellow in the Chinese University of Hong Kong. Haiqin Yang leads the image processing group at HiSilicon Technologies. Irwin King and Michael R. Lyu are professors at the Computer Science and Engineering department of the Chinese University of Hong Kong.

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

Éditeur
Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Date d'édition
2008
Langue
anglais
ISBN 10 
3540794514
ISBN 13 
9783540794516
Reliure
Relié
Nombre de pages
179
Coordonnées du fabricant
non disponible
Personne responsable
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Autres éditions populaires du même titre

9783642098345: Machine Learning: Modeling Data Locally and Globally (Advanced Topics in Science and Technology in China)

Edition présentée

ISBN 10 :  3642098347 ISBN 13 :  9783642098345
Editeur : Springer-Verlag Berlin and Heide..., 2010
Couverture souple