| Vol-2069 urn:nbn:de:0074-2069-9 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.

# STREAMEVOLV 2016
Large-scale Learning from Data Streams in Evolving Environments

### Proceedings of the Workshop on Large-scale Learning from Data Streams in Evolving Environments (STREAMEVOLV-2016)
co-located with the 2016 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2017)

### Riva del Garda, Italy, September 23, 2016.

Edited by

### Moamar Sayed-Mouchaweh *
Hamid Bouchachia ***
João Gama ****
Rita Paula Ribeiro *****

* High Engineering School of Mines, Douai, France
*** University of Bournemouth, UK
**** University of Porto and LIAAD Inesc Tec
***** LIAAD-INESC TEC, University of Porto, Portugal

## Table of Contents

- Preface
  Moamar Sayed-Mouchaweh, Hamid Bouchachia, João Gama, Rita Paula Ribeiro
- Detecting Events in Evolving Social Networks through Node Centrality Analysis
  Fabiola S. F. Pereira, Sandra de Amo, João Gama
- Online Bagging for Recommendation with Incremental Matrix Factorization
  João Vinagre, Alípio Mário Jorge, João Gama
- First Principle Models Based Dataset Generation for Multi-Target Regression and Multi-Label Classiﬁcation Evaluation
  Ricardo Sousa, João Gama
- Improving Human Activity Classiﬁcation through Online Semi-Supervised Learning
  Hugo Cardoso, João Mendes-Moreira
- A Preference-based Stream Analyzer
  Lena Rudenko, Markus Endres, Patrick Roocks, Werner Kießling
- Online Failure Prevention from Connected Heating Systems
  Manuel Mourato, João Mendes-Moreira, Tânia Correia
- Active Learning for Data Streams Under Concept Drift and Concept Evolution
  Saad Mohamad, Moamar Sayed-Mouchaweh, Abdelhamid Bouchachia
- Aggregation Algorithm vs. Average For Time Series Prediction
  Waqas Jamil, Yuri Kaliniskan , Hamid Bouchachia
- Frequent Episode Mining Over the Latest Window Using Approximate Support Counting
  Julie Soulas

2018-03-02: submitted by João Gama, metadata incl. bibliographic data published under Creative Commons CC0
2018-03-08: published on CEUR-WS.org |valid HTML5|