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Lecture Notes in Artificial Intelligence

Machine Learning and Knowledge Discovery in Databases, Part II

European Conference, ECML PKDD 2010, Athens, Greece, September 5-9, 2011, Proceedings, Part II

Editors: Gunopulos, D., Hofmann, Th., Malerba, D., Vazirgiannis, M. (Eds.)

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eBook $109.00
price for USA in USD (gross)
  • ISBN 978-3-642-23783-6
  • Digitally watermarked, DRM-free
  • Included format: PDF
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  • Immediate eBook download after purchase
Softcover $139.00
price for USA in USD
  • ISBN 978-3-642-23782-9
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this book

This three-volume set LNAI 6911, LNAI 6912, and LNAI 6913 constitutes the refereed proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2011, held in Athens, Greece, in September 2011. The 121 revised full papers presented together with 10 invited talks and 11 demos in the three volumes, were carefully reviewed and selected from about 600 paper submissions. The papers address all areas related to machine learning and knowledge discovery in databases as well as other innovative application domains such as supervised and unsupervised learning with some innovative contributions in fundamental issues; dimensionality reduction, distance and similarity learning, model learning and matrix/tensor analysis; graph mining, graphical models, hidden markov models, kernel methods, active and ensemble learning, semi-supervised and transductive learning, mining sparse representations, model learning, inductive logic programming, and statistical learning. a significant part of the papers covers novel and timely applications of data mining and machine learning in industrial domains.

Table of contents (42 chapters)

  • Common Substructure Learning of Multiple Graphical Gaussian Models

    Hara, Satoshi (et al.)

    Pages 1-16

  • Mining Research Topic-Related Influence between Academia and Industry

    He, Dan

    Pages 17-31

  • Typology of Mixed-Membership Models: Towards a Design Method

    Heinrich, Gregor

    Pages 32-47

  • ShiftTree: An Interpretable Model-Based Approach for Time Series Classification

    Hidasi, Balázs (et al.)

    Pages 48-64

  • Image Classification for Age-related Macular Degeneration Screening Using Hierarchical Image Decompositions and Graph Mining

    Hijazi, Mohd Hanafi Ahmad (et al.)

    Pages 65-80

Buy this book

eBook $109.00
price for USA in USD (gross)
  • ISBN 978-3-642-23783-6
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $139.00
price for USA in USD
  • ISBN 978-3-642-23782-9
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Machine Learning and Knowledge Discovery in Databases, Part II
Book Subtitle
European Conference, ECML PKDD 2010, Athens, Greece, September 5-9, 2011, Proceedings, Part II
Editors
  • Dimitrios Gunopulos
  • Thomas Hofmann
  • Donato Malerba
  • Michalis Vazirgiannis
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
6912
Copyright
2011
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag GmbH Berlin Heidelberg
eBook ISBN
978-3-642-23783-6
DOI
10.1007/978-3-642-23783-6
Softcover ISBN
978-3-642-23782-9
Edition Number
1
Number of Pages
XXII, 681
Number of Illustrations and Tables
50 b/w illustrations, 113 illustrations in colour
Topics