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Lecture Notes in Artificial Intelligence

Discovery Science

21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings

Editors: Soldatova, L., Vanschoren, J., Papadopoulos, G., Ceci, M. (Eds.)

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  • ISBN 978-3-030-01771-2
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Softcover $89.99
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  • ISBN 978-3-030-01770-5
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About this book

This book constitutes the proceedings of the 21st International Conference on Discovery Science, DS 2018, held in Limassol, Cyprus, in October 2018, co-located with the International Symposium on Methodologies for Intelligent Systems, ISMIS 2018.

The 30 full papers presented together with 5 abstracts of invited talks in this volume were carefully reviewed and selected from 71 submissions. The scope of the conference includes the development and analysis of methods for discovering scientific knowledge, coming from machine learning, data mining, intelligent data analysis, big data analysis as well as their application in various scientific domains. The papers are organized in the following topical sections: Classification; meta-learning; reinforcement learning; streams and time series; subgroup and subgraph discovery; text mining; and applications.

Table of contents (30 chapters)

Table of contents (30 chapters)
  • Addressing Local Class Imbalance in Balanced Datasets with Dynamic Impurity Decision Trees

    Pages 3-17

    Mulyar, Andriy (et al.)

  • Barricaded Boundary Minority Oversampling LS-SVM for a Biased Binary Classification

    Pages 18-32

    Partamian, Hmayag (et al.)

  • Dynamic Classifier Chain with Random Decision Trees

    Pages 33-50

    Kulessa, Moritz (et al.)

  • Feature Ranking with Relief for Multi-label Classification: Does Distance Matter?

    Pages 51-65

    Petković, Matej (et al.)

  • Finding Probabilistic Rule Lists using the Minimum Description Length Principle

    Pages 66-82

    Aoga, John O. R. (et al.)

Buy this book

eBook $69.99
price for USA in USD (gross)
  • ISBN 978-3-030-01771-2
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $89.99
price for USA in USD
  • ISBN 978-3-030-01770-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Discovery Science
Book Subtitle
21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings
Editors
  • Larisa Soldatova
  • Joaquin Vanschoren
  • George Papadopoulos
  • Michelangelo Ceci
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
11198
Copyright
2018
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
eBook ISBN
978-3-030-01771-2
DOI
10.1007/978-3-030-01771-2
Softcover ISBN
978-3-030-01770-5
Edition Number
1
Number of Pages
XXI, 482
Number of Illustrations
137 b/w illustrations
Topics