Communications in Computer and Information Science
cover

ECML PKDD 2020 Workshops

Workshops of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2020): SoGood 2020, PDFL 2020, MLCS 2020, NFMCP 2020, DINA 2020, EDML 2020, XKDD 2020 and INRA 2020, Ghent, Belgium, September 14–18, 2020, Proceedings

Editors: Koprinska, I., Kamp, M., Appice, A., Loglisci, C., Antonie, L., Zimmermann, A., Guidotti, R., Ozgobek, O., Ribeiro, R.P., Gavaldà, R., Gama, J., Adilova, L., Krishnamurthy, Y., Ferreira, P.M., Malerba, D., Medeiros, I., Ceci, M., Manco, G., Masciari, E., Ras, Z.W., Christen, P., Ntoutsi, E., Schubert, E., Zimek, A., Monreale, A., Biecek, P., Rinzivillo, S., Kille, B., Lommatzsch, A., Gulla, J.A. (Eds.)

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eBook $79.99
price for USA in USD
  • ISBN 978-3-030-65965-3
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  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $99.99
price for USA in USD
  • ISBN 978-3-030-65964-6
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  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions & severe weather in the US may cause delays
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
About this book

This volume constitutes the refereed proceedings of the workshops which complemented the 20th Joint European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD, held in September 2020. Due to the COVID-19 pandemic the conference and workshops were held online. 
The 43 papers presented in volume were carefully reviewed and selected from numerous submissions. The volume presents the papers that have been accepted for the following workshops: 5th Workshop on Data Science for Social Good, SoGood 2020; Workshop on Parallel, Distributed and Federated Learning, PDFL 2020; Second Workshop on Machine Learning for Cybersecurity, MLCS 2020, 9th International Workshop on New Frontiers in Mining Complex Patterns, NFMCP 2020, Workshop on Data Integration and Applications, DINA 2020, Second Workshop on Evaluation and Experimental Design in Data Mining and Machine Learning, EDML 2020, Second  International Workshop  on  eXplainable  Knowledge  Discovery in  Data Mining, XKDD 2020; 8th International Workshop on News Recommendation and Analytics, INRA 2020. 
The papers from INRA 2020 are published open access and licensed under the terms of the Creative Commons Attribution 4.0 International License.

Table of contents (42 chapters)

Table of contents (42 chapters)
  • On Modeling Labor Markets for Fine-Grained Insights

    Pages 9-25

    Sugiarto, Hendrik Santoso (et al.)

  • Reasoning About Neural Network Activations: An Application in Spatial Animal Behaviour from Camera Trap Classifications

    Pages 26-37

    Evans, Benjamin C. (et al.)

  • Practical Lessons from Generating Synthetic Healthcare Data with Bayesian Networks

    Pages 38-47

    Benedetti, Juan (et al.)

  • Building Trajectories Over Topology with TDA-PTS: An Application in Modelling Temporal Phenotypes of Disease

    Pages 48-61

    Sajjadi, Seyed Erfan (et al.)

  • Data Decomposition Based Learning for Load Time-Series Forecasting

    Pages 62-74

    Bedi, Jatin (et al.)

Buy this book

eBook $79.99
price for USA in USD
  • ISBN 978-3-030-65965-3
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $99.99
price for USA in USD
  • ISBN 978-3-030-65964-6
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions & severe weather in the US may cause delays
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
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Bibliographic Information

Bibliographic Information
Book Title
ECML PKDD 2020 Workshops
Book Subtitle
Workshops of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2020): SoGood 2020, PDFL 2020, MLCS 2020, NFMCP 2020, DINA 2020, EDML 2020, XKDD 2020 and INRA 2020, Ghent, Belgium, September 14–18, 2020, Proceedings
Editors
  • Irena Koprinska
  • Michael Kamp
  • Annalisa Appice
  • Corrado Loglisci
  • Luiza Antonie
  • Albrecht Zimmermann
  • Riccardo Guidotti
  • Ozlem Ozgobek
  • Rita P. Ribeiro
  • Ricard Gavaldà
  • João Gama
  • Linara Adilova
  • Yamuna Krishnamurthy
  • Pedro M. Ferreira
  • Donato Malerba
  • Ibéria Medeiros
  • MIchelangelo Ceci
  • Giuseppe Manco
  • Elio Masciari
  • Zbigniew W. Ras
  • Peter Christen
  • Eirini Ntoutsi
  • Erich Schubert
  • Arthur Zimek
  • Anna Monreale
  • Przemyslaw Biecek
  • Salvatore Rinzivillo
  • Benjamin Kille
  • Andreas Lommatzsch
  • Jon Atle Gulla
Series Title
Communications in Computer and Information Science
Series Volume
1323
Copyright
2020
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
eBook ISBN
978-3-030-65965-3
DOI
10.1007/978-3-030-65965-3
Softcover ISBN
978-3-030-65964-6
Series ISSN
1865-0929
Edition Number
1
Number of Pages
XV, 614
Number of Illustrations
34 b/w illustrations, 153 illustrations in colour
Topics