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

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|