Lecture Notes in Artificial Intelligence

New Frontiers in Mining Complex Patterns

Third International Workshop, NFMCP 2014, Held in Conjunction with ECML-PKDD 2014, Nancy, France, September 19, 2014, Revised Selected Papers

Editors: Appice, A., Ceci, M., Loglisci, C., Manco, G., Masciari, E., Rás, Z.W. (Eds.)

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About this book

This book constitutes the thoroughly refereed post-conference proceedings of the Third International Workshop on New Frontiers in Mining Complex Patterns, NFMCP 2014, held in conjunction with ECML-PKDD 2014 in Nancy, France, in September 2014. The 13 revised full papers presented were carefully reviewed and selected from numerous submissions. They illustrate advanced data mining techniques which preserve the informative richness of complex data and allow for efficient and effective identification of complex information units present in such data. The papers are organized in the following sections: classification and regression; clustering; data streams and sequences; applications.

Table of contents (13 chapters)

Table of contents (13 chapters)
  • Semi-supervised Learning for Multi-target Regression

    Pages 3-18

    Levatić, Jurica (et al.)

  • Evaluation of Different Data-Derived Label Hierarchies in Multi-label Classification

    Pages 19-37

    Madjarov, Gjorgji (et al.)

  • Predicting Negative Side Effects of Surgeries Through Clustering

    Pages 41-55

    Hajja, Ayman (et al.)

  • Parallel Multicut Segmentation via Dual Decomposition

    Pages 56-68

    Yarkony, Julian (et al.)

  • Learning from Imbalanced Data Using Ensemble Methods and Cluster-Based Undersampling

    Pages 69-83

    Sobhani, Parinaz (et al.)

Buy this book

eBook $44.99
price for USA in USD
  • ISBN 978-3-319-17876-9
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $59.99
price for USA in USD
  • ISBN 978-3-319-17875-2
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
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Bibliographic Information

Bibliographic Information
Book Title
New Frontiers in Mining Complex Patterns
Book Subtitle
Third International Workshop, NFMCP 2014, Held in Conjunction with ECML-PKDD 2014, Nancy, France, September 19, 2014, Revised Selected Papers
Editors
  • Annalisa Appice
  • MIchelangelo Ceci
  • Corrado Loglisci
  • Giuseppe Manco
  • Elio Masciari
  • Zbigniew W. Rás
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
8983
Copyright
2015
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing Switzerland
eBook ISBN
978-3-319-17876-9
DOI
10.1007/978-3-319-17876-9
Softcover ISBN
978-3-319-17875-2
Edition Number
1
Number of Pages
XII, 211
Number of Illustrations
61 b/w illustrations
Topics