| Vol-1521 urn:nbn:de:0074-1521-6 Copyright © 2015 for the individual papers by the papers' authors. Copying permitted for private and academic purposes. This volume is published and copyrighted by its editors.

# MUSE 2015
Mining Ubiquitous and Social Environments

### Proceedings of the 6th International Workshop on Mining Ubiquitous and Social Environments (MUSE 2015)
co-located with the 26th European Conference on Machine Learning / 19th European Conference on Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2015)

### Porto, Portugal, September 7, 2015.

Edited by

### Martin Atzmueller *
Florian Lemmerich **

* University of Kassel, Research Center for Information System Design (ITeG), Knowledge & Data Engineering Group
** GESIS - Leibniz Institute for the Social Sciences, Computational Social Science

## Table of Contents

- Preface

### Session 1: Introduction

- Multidimensional Network Analysis: Models, Analytics, Applications (invited presentation) 1
  Michele Berlingerio
- Named Entity Recognition from Scratch on Social Media 2-17
  Kezban Dilek Kisa, Pinar Karagoz

### Session 2: Ubiquitous Social Media Analytics

- Listener-aware Music Search and Recommendation (invited presentation) 18
  Markus Schedl
- Adaptive Class Association Rule Mining for Human Activity Recognition 19-34
  Martin Atzmueller, Mark Kibanov, Naveed Hayat, Matthias Trojahn, Dennis Kroll
- Evidence of Temporal Artifacts in Social Networks 35-42
  Matt Revelle, Carlotta Domeniconi, Aditya Johri

### Session 3: Scalable Big Data Analytics

- Scalable Bayesian Matrix Factorization 43-54
  Avijit Saha, Rishabh Misra, Balaraman Ravindran
- Mining Big Data Streams with Apache SAMOA (invited presentation) 55
  Albert Bifet

2015-12-11: submitted by Martin Atzmueller, Florian Lemmerich, metadata incl. bibliographic data published under Creative Commons CC0
2015-12-11: published on CEUR-WS.org |valid HTML5|