Vol-3259
urn:nbn:de:0074-3259-5

Copyright © 2022 for the individual papers by the papers' authors. Copyright © 2022 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

IAL 2022
Interactive Adaptive Learning 2022

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 2022)

Grenoble, France, September 23, 2022.

Edited by

Daniel Kottke *
Georg Krempl
Andreas Holzinger *
Barbara Hammer ****

* University of Kassel, Faculty of Electrical Engineering and Computer Science, 34121 Kassel, Germany
** Utrecht University, Faculty of Science, 3512 JE Utrecht, Netherlands
*** University of Natural Resources and Life Sciences, Department of Forest and Soil Sciences, Institute of Forest Engineering, 1190 Vienna, Austria
**** University of Bielefeld, CITEC Center of Excellence, Inspiration 1, 33619 Bielefeld, Germany

Table of Contents

Front Matter
Preface
Summary: There were 9 papers submitted for peer-review to this workshop. Out of these, 6 papers were accepted for this volume.
Table of Contents

Research Papers

A Concept for Automated Polarized Web Content Annotation based on Multimodal Active Learning 1-6
Marek Herde, Denis Huseljic, Jelena Mitrović, Michael Granitzer, Bernhard Sick
BioSegment: Active Learning segmentation for 3D electron microscopy imaging 7-26
Benjamin Rombaut, Joris Roels, Yvan Saeys
Enhancing Active Learning with Weak Supervision and Transfer Learning by Leveraging Information and Knowledge Sources 27-42
Lukas Rauch, Denis Huseljic, Bernhard Sick
Accelerating Diversity Sampling for Deep Active Learning By Low-Dimensional Representations 43-48
Sandra Gilhuber, Max Berrendorf, Yunpu Ma, Thomas Seidl
A Practical Evaluation of Active Learning Approaches for Object Detection 49-67
Jan Schneegans, Maarten Bieshaar, Bernhard Sick
Certifiable Active Class Selection in Multi-Class Classification 68-76
Martin Senz, Mirko Bunse, Katharina Morik

2022-10-13: submitted by Daniel Kottke, metadata incl. bibliographic data published under Creative Commons CC0
2022-11-02: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|