| Vol-1526 urn:nbn:de:0074-1526-4 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.

# ECML-PKDD-DCs 2015
ECML/PKDD 2015 Discovery Challenges

### Proceedings of the ECML/PKDD 2015 Discovery Challenges
co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2015)

### Porto, Portugal, September 7-11, 2015.

Edited by

### Adolfo Martínez-Usó *1
João Mendes-Moreira *2
Luís Moreira-Matias *3
Meelis Kull *4
Nicolas Lachiche *5

*1 Universitat Politècnica de Valencia, Dept. of Computer Systems and Computation, 46022 Valencia, Spain
*2 Faculty of Engineering of University of Porto, Department of Informatics Engineering (DEI-FEUP) and Laboratory of Artificial Intelligence and Decision Support (LIAAD - INESC TEC), 4200-465 Porto, Portugal
*3 NEC Laboratories Europe, Kurfürsten-Anlage 36, D-69115 Heidelberg, Germany
*4 Intelligent Systems Laboratory, University of Bristol, UK
*5 Engineering, Computer and Imaging Sciences Laboratory, University of Strasbourg, France

## Table of Contents

### Discovery Challenge 1: Model Reuse with Bike rental Station data (MoReBikeS)

- Model Reuse with Bike rental Station data (Preamble)
  Meelis Kull, Nicolas Lachiche, Adolfo Martínez-Usó
- Model Reuse with Subgroup Discovery
  Hao Song, Peter Flach
- SVR-based Modelling for the MoReBikeS Challenge: Analysis, Visualisation and Prediction
  Yu Chen, Peter Flach
- Model Reuse with Bike Rental Station Data
  Arun Bala Subramaniyan, Rong Pan

### Discovery Challenge 2: On Learning from Taxi GPS Traces

- On Learning from Taxi GPS Traces (Preamble)
  João Mendes-Moreira, Luís Moreira-Matias
- Artificial Neural Networks Applied to Taxi Destination Prediction
  Alexandre de Brébisson, Étienne Simon, Alex Auvolat, Pascal Vincent, Yoshua Bengio
- An Ensemble Learning Approach for the Kaggle Taxi Travel Time Prediction Challenge
  Thomas Hoch
- (Blue) Taxi Destination and Trip Time Prediction from Partial Trajectories
  Hoang Thanh Lam, Ernesto Diaz-Aviles, Alessandra Pascale, Yiannis Gkoufas, Bei Chen

2015-12-07: submitted by Luís Moreira-Matias, metadata incl. bibliographic data published under Creative Commons CC0
2015-12-07: published on CEUR-WS.org |valid HTML5|