Information Systems and Applications, incl. Internet/Web, and HCI IFIP-LNCS Volumes

Machine Learning and Knowledge Extraction

4th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2020, Dublin, Ireland, August 25–28, 2020, Proceedings

Editors: Holzinger, A., Kieseberg, P., Tjoa, A.M., Weippl, E.R. (Eds.)

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About this book

This book constitutes the refereed proceedings of the 4th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2020, held in Dublin, Ireland, in August 2020.

The 30 revised full papers presented were carefully reviewed and selected from 41 submissions. The cross-domain integration and appraisal of different fields provides an atmosphere to foster different perspectives and opinions; it will offer a platform for novel ideas and a fresh look on the methodologies to put these ideas into business for the benefit of humanity.

Due to the Corona pandemic CD-MAKE 2020 was held as a virtual event.


Table of contents (30 chapters)

Table of contents (30 chapters)
  • Explainable Artificial Intelligence: Concepts, Applications, Research Challenges and Visions

    Pages 1-16

    Longo, Luca (et al.)

  • The Explanation Game: Explaining Machine Learning Models Using Shapley Values

    Pages 17-38

    Merrick, Luke (et al.)

  • Back to the Feature: A Neural-Symbolic Perspective on Explainable AI

    Pages 39-55

    Campagner, Andrea (et al.)

  • Explain Graph Neural Networks to Understand Weighted Graph Features in Node Classification

    Pages 57-76

    Li, Xiaoxiao (et al.)

  • Explainable Reinforcement Learning: A Survey

    Pages 77-95

    Puiutta, Erika (et al.)

Buy this book

eBook $89.00
price for USA in USD
  • ISBN 978-3-030-57321-8
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $119.99
price for USA in USD
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Bibliographic Information

Bibliographic Information
Book Title
Machine Learning and Knowledge Extraction
Book Subtitle
4th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2020, Dublin, Ireland, August 25–28, 2020, Proceedings
Editors
  • Andreas Holzinger
  • Peter Kieseberg
  • A Min Tjoa
  • Edgar R. Weippl
Series Title
Information Systems and Applications, incl. Internet/Web, and HCI
Series Volume
12279
Copyright
2020
Publisher
Springer International Publishing
Copyright Holder
IFIP International Federation for Information Processing
eBook ISBN
978-3-030-57321-8
DOI
10.1007/978-3-030-57321-8
Softcover ISBN
978-3-030-57320-1
Edition Number
1
Number of Pages
XI, 552
Number of Illustrations
59 b/w illustrations, 112 illustrations in colour
Topics