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Studies in Computational Intelligence

Supervised and Unsupervised Ensemble Methods and their Applications

Editors: Okun, Oleg (Ed.)

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  • Presents recent developments of Supervised and Unsupervised Ensemble Methods and Their Applications
  • Extended contributions from SUEMA 2007 workshop and more
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eBook $139.00
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  • ISBN 978-3-540-78981-9
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Hardcover $179.99
price for USA in USD
  • ISBN 978-3-540-78980-2
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  • Covid-19 shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
Softcover $209.00
price for USA in USD
  • ISBN 978-3-642-09776-8
  • 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
About this book

This book was inspired by the last argument and resulted from the workshop on Supervised and Unsupervised Ensemble Methods and their Applications (briefly, SUEMA) organized on June 4, 2007 in Girona, Spain. This workshop was held in conjunction with the 3rd Iberian Conference on Pattern Recognition and Image  Analysis and was intended to encompass the progress in the ensemble applications made by the Iberian and international scholars. Despite its small format, SUEMA attracted researchers from Spain, Portugal, France, USA, Italy, and Finland, who presented interesting ideas about using the ensembles in various practical cases. Encouraged by this enthusiastic reply, we decided to publish workshop papers in an edited book, since CD proceedings were the only media distributed among the workshop participants at that time. The book includes nine chapters divided into two parts, assembling contributions to the applications of supervised and unsupervised ensembles.

The book is intended to be primarily a reference work. It could be a good complement to two excellent books on ensemble methodology – “Combining pattern classifiers: methods and algorithms” by Ludmila Kuncheva (John Wiley & Sons, 2004) and “Decomposition methodology for knowledge discovery and data mining: theory and applications” by Oded Maimon and Lior Rokach (World Scientific, 2005).

Table of contents (10 chapters)

Table of contents (10 chapters)
  • Cluster Ensemble Methods: from Single Clusterings to Combined Solutions

    Pages 3-30

    Fred, Ana (et al.)

  • Random Subspace Ensembles for Clustering Categorical Data

    Pages 31-48

    Al-Razgan, Muna (et al.)

  • Ensemble Clustering with a Fuzzy Approach

    Pages 49-69

    Avogadri, Roberto (et al.)

  • Collaborative Multi-Strategical Clustering for Object-Oriented Image Analysis

    Pages 71-88

    Forestier, Germain (et al.)

  • Intrusion Detection in Computer Systems Using Multiple Classifier Systems

    Pages 91-113

    Corona, Igino (et al.)

Buy this book

eBook $139.00
price for USA in USD
  • ISBN 978-3-540-78981-9
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $179.99
price for USA in USD
  • ISBN 978-3-540-78980-2
  • 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
Softcover $209.00
price for USA in USD
  • ISBN 978-3-642-09776-8
  • 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
Supervised and Unsupervised Ensemble Methods and their Applications
Editors
  • Oleg Okun
Series Title
Studies in Computational Intelligence
Series Volume
126
Copyright
2008
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-540-78981-9
DOI
10.1007/978-3-540-78981-9
Hardcover ISBN
978-3-540-78980-2
Softcover ISBN
978-3-642-09776-8
Series ISSN
1860-949X
Edition Number
1
Number of Pages
XIV, 182
Topics