Lecture Notes in Artificial Intelligence

Machine Learning and Knowledge Discovery in Databases

European Conference, ECML PKDD 2009, Bled, Slovenia, September 7-11, 2009, Proceedings, Part II

Editors: Buntine, W., Grobelnik, M., Mladenic, D., Shawe-Taylor, J. (Eds.)

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About this book

This book constitutes the refereed proceedings of the joint conference on Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2009, held in Bled, Slovenia, in September 2009.

The 106 papers presented in two volumes, together with 5 invited talks, were carefully reviewed and selected from 422 paper submissions. In addition to the regular papers the volume contains 14 abstracts of papers appearing in full version in the Machine Learning Journal and the Knowledge Discovery and Databases Journal of Springer.

The conference intends to provide an international forum for the discussion of the latest high quality research results in all areas related to machine learning and knowledge discovery in databases. The topics addressed are application of machine learning and data mining methods to real-world problems, particularly exploratory research that describes novel learning and mining tasks and applications requiring non-standard techniques.

Table of contents (57 chapters)

Table of contents (57 chapters)
  • Decomposition Algorithms for Training Large-Scale Semiparametric Support Vector Machines

    Pages 1-14

    Lee, Sangkyun (et al.)

  • A Convex Method for Locating Regions of Interest with Multi-instance Learning

    Pages 15-30

    Li, Yu-Feng (et al.)

  • Active Learning for Reward Estimation in Inverse Reinforcement Learning

    Pages 31-46

    Lopes, Manuel (et al.)

  • Simulated Iterative Classification A New Learning Procedure for Graph Labeling

    Pages 47-62

    Maes, Francis (et al.)

  • Graph-Based Discrete Differential Geometry for Critical Instance Filtering

    Pages 63-78

    Marchiori, Elena

Buy this book

eBook n/a
  • ISBN 978-3-642-04174-7
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
Softcover n/a
  • ISBN 978-3-642-04173-0
  • Free shipping for individuals worldwide
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Bibliographic Information

Bibliographic Information
Book Title
Machine Learning and Knowledge Discovery in Databases
Book Subtitle
European Conference, ECML PKDD 2009, Bled, Slovenia, September 7-11, 2009, Proceedings, Part II
Editors
  • Wray Buntine
  • Marko Grobelnik
  • Dunja Mladenic
  • John Shawe-Taylor
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
5782
Copyright
2009
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-642-04174-7
DOI
10.1007/978-3-642-04174-7
Softcover ISBN
978-3-642-04173-0
Edition Number
1
Number of Pages
XXIX, 762
Topics