| Vol-1392 urn:nbn:de:0074-1392-2 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.

# MUD 2015
Mining Urban Data

### Proceedings of the 2nd International Workshop on Mining Urban Data
co-located with 32nd International Conference on Machine Learning (ICML 2015)

### Lille, France, July 11th, 2015.

Edited by

### Ioannis Katakis, National and Kapodistrian University of Athens, Greece
François Schnitzler, The Technion, Israel
Thomas Liebig, TU Dortmund University, Germany
Dimitrios Gunopulos, National and Kapodistrian University of Athens, Greece
Katharina Morik, TU Dortmund University, Germany
Gennady Andrienko, Fraunhofer IAIS and City University London, UK
Shie Mannor, The Technion, Israel

## Table of Contents

- 2nd International Workshop on Mining Urban Data (Preface)7-9
  Ioannis Katakis, François Schnitzler, Thomas Liebig
- Analyzing Open Data from the City of Montreal 11-16
  Joelle Pineau, Pierre-Luc Bacon
- Improved Trip Planning by Learning from Travelers' Choices 17-26
  Boris Chidlovskii
- Automatic Extrapolation of Missing Road Network Data in OpenStreetMap 27-35
  Stefan Funke, Robin Schirrmeister, Sabine Storandt
- Distributed Traffic Flow Prediction with Label Proportions: From in-Network towards High Performance Computation with MPI 36-43
  Thomas Liebig, Marco Stolpe, Katharina Morik
- Event-based Clustering for Reducing Labeling Costs of Incident-Related Microposts 44-52
  Axel Schulz, Petar Ristoski, Johannes Fürnkranz , Frederik Janssen
- Towards Detection of Faulty Traffic Sensors in Real-Time 53-62
  Nikolas Zygouras, Nikolaos Panagiotou, Nikos Zacheilas, Ioannis Boutsis, Vana Kalogeraki, Ioannis Katakis, Dimitrios Gunopulos
- Profiling Users of the Velo'v Bike Sharing System 63-64
  Albrecht Zimmermann, Mehdi Kaytoue, Marc Plantevit, Céline Robardet, Jean-François Boulicaut
- Accessibility by Public Transport Predicts Residential Real Estate Prices: A Case Study in Helsinki Region 65-71
  Indre Žliobaite, Michael Mathioudakis, Tuukka Lehtiniemi, Pekka Parviainen, Tomi Janhunen
- Airvlc: An Application for Real-Time Forecasting Urban Air Pollution 72-79
  Lidia Contreras Ochando, Cristina I. Font Julián, Francisco Contreras Ochando, Cèsar Ferri
- Stresscapes: Validating Linkages between Place and Stress Expression on Social Media 80-84
  Martin Sykora, Colin Robertson, Ketan Shankardass, Rob Feick, Krystelle Shaughnessy, Becca Coates, Haydn Lawrence, Thomas W. Jackson
- Car-Traffic Forecasting: A Representation Learning Approach 85-87
  Ali Ziat, Gabriella Contardo, Nicolas Baskiotis, Ludovic Denoyer
- On Predicting Traveling Times in Scheduled Transportation (Extended Abstract)88-89
  Avigdor Gal, Avishai Mandelbaum, François Schnitzler, Arik Senderovich, Matthias Weidlich
- Report from Dagstuhl: SocioPaths - Multimodal Door-to-Door Route Planning via Social Paths 90-94
  Thomas Liebig, Sabine Storandt, Peter Sanders, Walied Othman, Stefan Funke
- Modelling Time and Location in Topic Models 95-96
  Christian Pölitz
- Evaluating Distance Measures for Trajectories in the Mobile Setting 97-105
  Nikolaos Larios, Christos Mitatakis, Vana Kalogeraki, Dimitrios Gunopulos

The whole proceedings can also be downloaded as a single file (PDF, including title pages, preface, and table of contents).

We offer a BibTeX file for citing papers of this workshop from LaTeX.

2015-06-30: submitted by Thomas Liebig, metadata incl. bibliographic data published under Creative Commons CC0
2015-06-30: published on CEUR-WS.org |valid HTML5|