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Machine Learning - Huang, Kai-Zhu; Lyu, Michael R.; Yang, Haiqin
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Huang, Kai-Zhu; Lyu, Michael R.; Yang, Haiqin:

Machine Learning - Paperback

2010, ISBN: 3642098347, Lieferbar binnen 4-6 Wochen Shipping costs:Versandkostenfrei innerhalb der BRD

Internationaler Buchtitel. In englischer Sprache. Verlag: Springer-Verlag GmbH, Paperback, 180 Seiten, L=235mm, B=155mm, H=9mm, Gew.=281gr, [GR: 16350 - HC/Anwendungs-Software], Kartonier… More...

Lieferbar binnen 4-6 Wochen (Besorgungstitel) Shipping costs:Versandkostenfrei innerhalb der BRD Buchgeier.com
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Kai-Zhu Huang; Haiqin Yang; Michael R. Lyu:

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

2010, ISBN: 3642098347

[EAN: 9783642098345], Neubuch, [PU: Springer]

  - NEW BOOK Shipping costs: EUR 5.57 Irish Booksellers, Rumford, ME, U.S.A. [57531671] [Rating: 5 (von 5)]

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Bibliographic data of the best matching book

Details of the book
Machine Learning

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.

Details of the book - Machine Learning


EAN (ISBN-13): 9783642098345
ISBN (ISBN-10): 3642098347
Paperback
Publishing year: 2010
Publisher: Springer-Verlag GmbH
180 Pages
Weight: 0,281 kg
Language: eng/Englisch

Book in our database since 2012-08-22T09:29:46+01:00 (London)
Detail page last modified on 2017-08-03T18:28:18+01:00 (London)
ISBN/EAN: 9783642098345

ISBN - alternate spelling:
3-642-09834-7, 978-3-642-09834-5


Information from Publisher

Author: Kai-Zhu Huang
Title: Advanced Topics in Science and Technology in China; Machine Learning - Modeling Data Locally and Globally
Publisher: Springer; Springer Berlin; Zhejiang University Press
169 Pages
Publishing year: 2010-11-30
Berlin; Heidelberg; DE
Weight: 0,281 kg
Language: English
142,95 € (DE)

BC; Previously published in hardcover; Hardcover, Softcover / Informatik, EDV/Anwendungs-Software; Mustererkennung; algorithms; Hybrid learning; Global learning; ZJUP; Local learning; machine learning; computer science; ATSTC; Kernelization; B; Pattern Recognition; Computer Science; Information Storage and Retrieval; Data Mining and Knowledge Discovery; Informationsrückgewinnung, Information Retrieval; Data Warehousing; Data Mining; Wissensbasierte Systeme, Expertensysteme; BB

Global Learning vs. Local Learning.- A General Global Learning Model: MEMPM.- Learning Locally and Globally: Maxi-Min Margin Machine.- Extension I: BMPM for Imbalanced Learning.- Extension II: A Regression Model from M4.- Extension III: Variational Margin Settings within Local Data in Support Vector Regression.- Conclusion and Future Work.

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