Lecture Notes in Artificial Intelligence

Machine Learning and Knowledge Discovery in Databases

European Conference, ECML PKDD 2014, Nancy, France, September 15-19, 2014. Proceedings, Part II

Editors: Calders, T., Esposito, F., Hüllermeier, E., Meo, R. (Eds.)

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  • ISBN 978-3-662-44851-9
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About this book

This three-volume set LNAI 8724, 8725 and 8726 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2014, held in Nancy, France, in September 2014. The 115 revised research papers presented together with 13 demo track papers, 10 nectar track papers, 8 PhD track papers, and 9 invited talks were carefully reviewed and selected from 550 submissions. The papers cover the latest high-quality interdisciplinary research results in all areas related to machine learning and knowledge discovery in databases.

Table of contents (44 chapters)

  • Robust Distributed Training of Linear Classifiers Based on Divergence Minimization Principle

    Komiyama, Junpei (et al.)

    Pages 1-17

  • Reliability Maps: A Tool to Enhance Probability Estimates and Improve Classification Accuracy

    Kull, Meelis (et al.)

    Pages 18-33

  • Causal Clustering for 2-Factor Measurement Models

    Kummerfeld, Erich (et al.)

    Pages 34-49

  • Support Vector Machines for Differential Prediction

    Kuusisto, Finn (et al.)

    Pages 50-65

  • Fast LSTD Using Stochastic Approximation: Finite Time Analysis and Application to Traffic Control

    Prashanth, L. A. (et al.)

    Pages 66-81

Buy this book

eBook $99.00
price for USA (gross)
  • ISBN 978-3-662-44851-9
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $131.00
price for USA
  • ISBN 978-3-662-44850-2
  • 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
Book Subtitle
European Conference, ECML PKDD 2014, Nancy, France, September 15-19, 2014. Proceedings, Part II
Editors
  • Toon Calders
  • Floriana Esposito
  • Eyke Hüllermeier
  • Rosa Meo
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
8725
Copyright
2014
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-662-44851-9
DOI
10.1007/978-3-662-44851-9
Softcover ISBN
978-3-662-44850-2
Edition Number
1
Number of Pages
XXXIV, 715
Number of Illustrations and Tables
200 b/w illustrations
Topics