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IAL@PKDD/ECML 2020: Virtual Event / Ghent, Belgium
- Daniel Kottke, Georg Krempl, Vincent Lemaire, Andreas Holzinger, Adrian Calma:
Proceedings of the Workshop on Interactive Adaptive Learning co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2020), Ghent, Belgium, September 14th, 2020. CEUR Workshop Proceedings 2660, CEUR-WS.org 2020
Invited Talks
- Kori Inkpen:
When Humans and AI Collide. 1 - Robert Munro:
The Rapid Growth of Human-in-the-Loop Machine Learning. 2 - Eyke Hüllermeier:
How to Measure Uncertainty in Uncertainty Sampling for Active Learning. 3 - Andreas Holzinger:
From Explainable AI to Human-Centered AI. 4
Full Research Papers
- I-Ting Chen, Hsuan-Tien Lin:
Improving Unsupervised Domain Adaptation with Representative Selection Techniques. 5-21 - Duc Nguyen, Hao Niu, Kei Yonekawa, Mori Kurokawa, Chihiro Ono, Daichi Amagata, Takuya Maekawa, Takahiro Hara:
On the Transferability of Deep Neural Networks for Recommender System. 22-37 - Louis Desreumaux, Vincent Lemaire:
Learning Active Learning at the Crossroads? Evaluation and Discussion. 38-54 - Agnes Tegen, Paul Davidsson, Jan A. Persson:
The Effects of Reluctant and Fallible Users in Interactive Online Machine Learning. 55-71
Short Papers
- Tomás Sabata, Martin Holena:
Active Learning for LSTM-autoencoder-based Anomaly Detection in Electrocardiogram Readings. 72-77 - Zbynek Pitra, Martin Holena:
Towards Landscape Analysis in Adaptive Learning of Surrogate Models. 78-83 - Andreas Theissler, Anna-Lena Kraft, Max Rudeck, Fabian Erlenbusch:
VIAL-AD: Visual Interactive Labelling for Anomaly Detection - An Approach and Open Research Questions. 84-89 - Dimitra Gkorou, Maialen Larrañaga, Alexander Ypma, Faegheh Hasibi, Robert Jan van Wijk:
Get a Human-In-The-Loop: Feature Engineering via Interactive Visualizations. 90-95
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