Discovery Science
23rd International Conference, DS 2020, Thessaloniki, Greece, October 19–21, 2020, Proceedings
Editors: Appice, A., Tsoumakas, G., Manolopoulos, Y., Matwin, S. (Eds.)
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- About this book
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This book constitutes the proceedings of the 23rd International Conference on Discovery Science, DS 2020, which took place during October 19-21, 2020. The conference was planned to take place in Thessaloniki, Greece, but had to change to an online format due to the COVID-19 pandemic.
The 26 full and 19 short papers presented in this volume were carefully reviewed and selected from 76 submissions. The contributions were organized in topical sections named: classification; clustering; data and knowledge representation; data streams; distributed processing; ensembles; explainable and interpretable machine learning; graph and network mining; multi-target models; neural networks and deep learning; and spatial, temporal and spatiotemporal data.
- Table of contents (45 chapters)
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Evaluating Decision Makers over Selectively Labelled Data: A Causal Modelling Approach
Pages 3-18
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Mitigating Discrimination in Clinical Machine Learning Decision Support Using Algorithmic Processing Techniques
Pages 19-33
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WeakAL: Combining Active Learning and Weak Supervision
Pages 34-49
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Constrained Clustering via Post-processing
Pages 53-67
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Deep Convolutional Embedding for Painting Clustering: Case Study on Picasso’s Artworks
Pages 68-78
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Table of contents (45 chapters)
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Bibliographic Information
- Bibliographic Information
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- Book Title
- Discovery Science
- Book Subtitle
- 23rd International Conference, DS 2020, Thessaloniki, Greece, October 19–21, 2020, Proceedings
- Editors
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- Annalisa Appice
- Grigorios Tsoumakas
- Yannis Manolopoulos
- Stan Matwin
- Series Title
- Lecture Notes in Artificial Intelligence
- Series Volume
- 12323
- Copyright
- 2020
- Publisher
- Springer International Publishing
- Copyright Holder
- Springer Nature Switzerland AG
- eBook ISBN
- 978-3-030-61527-7
- DOI
- 10.1007/978-3-030-61527-7
- Softcover ISBN
- 978-3-030-61526-0
- Edition Number
- 1
- Number of Pages
- XXI, 706
- Number of Illustrations
- 80 b/w illustrations, 147 illustrations in colour
- Topics