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

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

 
9783540794516: Machine Learning: Modeling Data Locally and Globally (Advanced Topics in Science and Technology in China)
Tapa dura
ISBN 10: 3540794514 ISBN 13: 9783540794516
Editorial: Springer-Verlag Berlin and Heidelberg GmbH & Co. K, 2008

Sinopsis

"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.

"Sinopsis" puede pertenecer a otra edición de este libro.

Reseña del editor

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.

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Año de publicación
2008
Idioma
Inglés
ISBN 10 
3540794514
ISBN 13 
9783540794516
Encuadernación
Tapa dura
Número de páginas
179
Contacto del fabricante
no disponible
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