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Information Systems and Applications, incl. Internet/Web, and HCI
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Advances in Intelligent Data Analysis XVIII

18th International Symposium on Intelligent Data Analysis, IDA 2020, Konstanz, Germany, April 27–29, 2020, Proceedings

Editors: Berthold, Michael R., Feelders, Ad, Krempl, Georg (Eds.)

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  • ISBN 978-3-030-44584-3
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  • ISBN 978-3-030-44583-6
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About this book

This open access book constitutes the proceedings of the 18th International Conference on Intelligent Data Analysis, IDA 2020, held in Konstanz, Germany, in April 2020.
The 45 full papers presented in this volume were carefully reviewed and selected from 114 submissions. Advancing Intelligent Data Analysis requires novel, potentially game-changing ideas. IDA’s mission is to promote ideas over performance: a solid motivation can be as convincing as exhaustive empirical evaluation.


Table of contents (45 chapters)

Table of contents (45 chapters)
  • Multivariate Time Series as Images: Imputation Using Convolutional Denoising Autoencoder

    Pages 1-13

    Safi, Abdullah Al (et al.)

  • Dual Sequential Variational Autoencoders for Fraud Detection

    Pages 14-26

    Alazizi, Ayman (et al.)

  • A Principled Approach to Analyze Expressiveness and Accuracy of Graph Neural Networks

    Pages 27-39

    Atamna, Asma (et al.)

  • Efficient Batch-Incremental Classification Using UMAP for Evolving Data Streams

    Pages 40-53

    Bahri, Maroua (et al.)

  • GraphMDL: Graph Pattern Selection Based on Minimum Description Length

    Pages 54-66

    Bariatti, Francesco (et al.)

Buy this book

eBook  
  • ISBN 978-3-030-44584-3
  • This book is an open access book, you can download it for free on link.springer.com
Softcover $49.99
price for USA
  • ISBN 978-3-030-44583-6
  • Free shipping for individuals worldwide
  • Immediate ebook access, if available*, with your print order
  • Usually dispatched within 3 to 5 business days.

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Bibliographic Information

Bibliographic Information
Book Title
Advances in Intelligent Data Analysis XVIII
Book Subtitle
18th International Symposium on Intelligent Data Analysis, IDA 2020, Konstanz, Germany, April 27–29, 2020, Proceedings
Editors
  • Michael R. Berthold
  • Ad Feelders
  • Georg Krempl
Series Title
Information Systems and Applications, incl. Internet/Web, and HCI
Series Volume
12080
Copyright
2020
Publisher
Springer International Publishing
Copyright Holder
The Editor(s) (if applicable) and The Author(s)
eBook ISBN
978-3-030-44584-3
DOI
10.1007/978-3-030-44584-3
Softcover ISBN
978-3-030-44583-6
Edition Number
1
Number of Pages
XIV, 588
Number of Illustrations
78 b/w illustrations, 132 illustrations in colour
Topics

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