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                                      Table of Contents


Invited Talks
When Humans and AI Collide . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .                1
  Kori Inkpen
The Rapid Growth of Human-in-the-Loop Machine Learning . . . . . . . . . . .                                          2
   Robert Munro
How to Measure Uncertainty in Uncertainty Sampling for Active Learning                                               3
  Eyke Hüllermeier
From Explainable AI to Human-Centered AI . . . . . . . . . . . . . . . . . . . . . . . . .                            4
   Andreas Holzinger




Full Research Papers
Improving Unsupervised Domain Adaptation with Representative
Selection Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .      5
    I-Ting Chen and Hsuan-Tien Lin
On the Transferability of Deep Neural Networks for Recommender System                                                22
   Duc Nguyen, Hao Niu, Kei Yonekawa, Mori Kurokawa, Chihiro
   Ono, Daichi Amagata, Takuya Maekawa and Takahiro Hara
Learning Active Learning at the Crossroads? Evaluation and Discussion .                                              38
   Louis Desreumaux and Vincent Lemaire
The Effects of Reluctant and Fallible Users in Interactive Online
Machine Learning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .   55
   Agnes Tegen, Paul Davidsson and Jan A. Persson




Short Papers
Active Learning for LSTM-autoencoder-based Anomaly Detection in
Electrocardiogram Readings . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .           72
   Tomáš Šabata and Martin Holena
Towards Landscape Analysis in Adaptive Learning of Surrogate Models . .                                              78
   Zbyněk Pitra and Martin Holena
                                                                                        Table of Contents                V

VIAL-AD: Visual Interactive Labelling for Anomaly Detection - An
approach and open research questions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .                       84
   Andreas Theissler, Anna-Lena Kraft, Max Rudeck and Fabian
   Erlenbusch
Get a Human-In-The-Loop: Feature Engineering via Interactive
Visualizations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .   90
   Dimitra Gkorou, Maialen Larranaga, Alexander Ypma, Faegheh
   Hasibi and Robert Jan van Wijk

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