| Vol-1924 urn:nbn:de:0074-1924-6 Copyright © 2017 for the individual papers by the papers' authors. Copying permitted for private and academic purposes. This volume is published and copyrighted by its editors.

# IAL 2017
Interactive Adaptive Learning

### Proceedings of the Workshop and Tutorial on Interactive Adaptive Learning
co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2017)

### Skopje, Macedonia, September 18, 2017.

Edited by

### Georg Krempl *
Vincent Lemaire **
Robi Polikar ***
Bernhard Sick ****
Daniel Kottke ****
Adrian Calma ****

* Otto von Guericke University, Faculty of Computer Science, 39106 Magdeburg, Germany
** Orange Labs France, Research Laboratory, 8888 Technotown, Othercountry
*** Rowan University, Research Laboratory, 08028 Glassboro, New Jersey
**** University of Kassel, Faculty of Electrical Engineering and Computer Science, 34121 Kassel, Germany

## Table of Contents

- Front Matter
- Preface
- Table of Contents

### Invited Talk

- Ensemble Learning from Data Streams with Active and Semi-Supervised Approaches (invited paper) 1
  Bartosz Krawczyk

### Research Papers

- Challenges of Reliable, Realistic and Comparable Active Learning Evaluation 2-14
  Daniel Kottke, Adrian Calma, Denis Huseljic, Georg Krempl, Bernhard Sick
- Interactive Anonymization for Privacy aware Machine Learning 15-26
  Bernd Malle, Peter Kieseberg, Andreas Holzinger
- Transfer Learning for Time Series Anomaly Detection 27-36
  Vincent Vercruyssen, Wannes Meert, Jesse Davis
- Probabilistic Active Learning with Structure-Sensitive Kernels 37-48
  Dominik Lang, Daniel Kottke, Georg Krempl
- Simulation of Annotators for Active Learning: Uncertain Oracles 49-58
  Adrian Calma, Bernhard Sick

### Short Research Papers

- Users Behavioural Inference with Markovian Decision Process and Active Learning 59-61
  Firas Jarboui, Vincent Rocchisani, Wilfried Kirchenmann
- Multi-Arm Active Transfer Learning for Telugu Sentiment Analysis 62-63
  Subba Reddy Oota , Vijaysaradhi Indurthi, Mounika Marreddy, Sandeep Sricharan Mukku, Radhika Mamidi
- Probabilistic Expert Knowledge Elicitation of Feature Relevances in Sparse Linear Regression 64-66
  Pedram Daee, Tomi Peltola, Marta Soare, Samuel Kaski

2017-09-13: submitted by Adrian Calma, metadata incl. bibliographic data published under Creative Commons CC0
2017-09-19: published on CEUR-WS.org |valid HTML5|