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Lecture Notes in Artificial Intelligence

New Frontiers in Mining Complex Patterns

4th International Workshop, NFMCP 2015, Held in Conjunction with ECML-PKDD 2015, Porto, Portugal, September 7, 2015, Revised Selected Papers

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

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  • ISBN 978-3-319-39315-5
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About this book

This book constitutes the thoroughly refereed post-conference proceedings of the 4th International Workshop on New Frontiers in Mining Complex Patterns, NFMCP 2015, held in conjunction with ECML-PKDD 2015 in Porto, Portugal, in September 2015.

The 15 revised full papers presented together with  one invited talk were carefully reviewed and selected from 19 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: data stream mining, classification, mining complex data, and sequences.

Table of contents (15 chapters)

  • Adaptive Ensembles for Evolving Data Streams – Combining Block-Based and Online Solutions

    Stefanowski, Jerzy

    Pages 3-16

  • Comparison of Tree-Based Methods for Multi-target Regression on Data Streams

    Osojnik, Aljaž (et al.)

    Pages 17-31

  • Frequent Itemsets Mining in Data Streams Using Reconfigurable Hardware

    Bustio, Lázaro (et al.)

    Pages 32-45

  • Discovering and Tracking Organizational Structures in Event Logs

    Appice, Annalisa (et al.)

    Pages 46-60

  • Intelligent Adaptive Ensembles for Data Stream Mining: A High Return on Investment Approach

    Olorunnimbe, M. Kehinde (et al.)

    Pages 61-75

Buy this book

eBook $54.99
price for USA (gross)
  • ISBN 978-3-319-39315-5
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $72.00
price for USA
  • ISBN 978-3-319-39314-8
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
New Frontiers in Mining Complex Patterns
Book Subtitle
4th International Workshop, NFMCP 2015, Held in Conjunction with ECML-PKDD 2015, Porto, Portugal, September 7, 2015, Revised Selected Papers
Editors
  • Michelangelo Ceci
  • Corrado Loglisci
  • Giuseppe Manco
  • Elio Masciari
  • Zbigniew W. Ras
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
9607
Copyright
2016
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing Switzerland
eBook ISBN
978-3-319-39315-5
DOI
10.1007/978-3-319-39315-5
Softcover ISBN
978-3-319-39314-8
Edition Number
1
Number of Pages
X, 239
Number of Illustrations and Tables
57 b/w illustrations
Topics