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.)
Buy this book
- 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)
-
-
On Modeling Labor Markets for Fine-Grained Insights
Pages 9-25
-
Reasoning About Neural Network Activations: An Application in Spatial Animal Behaviour from Camera Trap Classifications
Pages 26-37
-
Practical Lessons from Generating Synthetic Healthcare Data with Bayesian Networks
Pages 38-47
-
Building Trajectories Over Topology with TDA-PTS: An Application in Modelling Temporal Phenotypes of Disease
Pages 48-61
-
Data Decomposition Based Learning for Load Time-Series Forecasting
Pages 62-74
-
Table of contents (42 chapters)
Recommended for you
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
