| Vol-1088 urn:nbn:de:0074-1088-5 Copyright © 2013 for the individual papers by the papers' authors. Copying permitted only for private and academic purposes. This volume is published and copyrighted by its editors.

# UDM-IJCAI 2013
Ubiquitous Data Mining

### Proceedings of the 3rd Workshop on Ubiquitous Data Mining
co-located with the 23rd International Joint Conference on Artificial Intelligence (IJCAI 2013)

### Beijing, China, August 3, 2013.

Edited by

### João Gama 1
Michael May 2
Nuno Marques 3
Paulo Cortez 4
Carlos A. Ferreira 5

1 University of Porto, Porto, Portugal
2 Fraunhofer IAIS, Germany
3 New University of Lisboa, Lisboa, Portugal
4 University of Minho, Guimarães, Portugal
5 Institute of Engineering of Porto, Porto, Portugal

- Complete Proceedings of the UDM-IJCAI 2013 as One File

## Table of Contents

- Preface
- Program

### Invited Talks

- Exploiting Label Relationship in Multi-Label Learning 1
  Zhi-Hua Zhou
- NIM: Scalable Distributed Stream Processing System on Mobile Network Data 3
  Wei Fan

### Regular Papers

- Predicting Globally and Locally: A Comparison of Methods for Vehicle Trajectory Prediction 5
  William Groves, Ernesto Nunes, Maria Gini
- Learning Model Rules From High-Speed Data Streams 10
  Ezilda Almeida, Carlos A. Ferreira, João Gama
- On Recommending Urban Hotspots to Find Our Next Passenger 17
  Luis Moreira-Matias, Ricardo Fernandes, João Gama, Michel Ferreira, João Mendes-Moreira, Luis Damas
- Visual Scenes Clustering Using Variational Incremental Learning of Infinite Generalized Dirichlet Mixture Models 24
  Wentao Fan, Nizar Bouguila
- Simultaneous Segmentation and Recognition of Gestures for Human-Machine Interaction 29
  Harold Vasquez, Luis E. Sucar, Hugo J. Escalante
- Cicerone: Design of a Real-Time Area Knowledge-Enhanced Venue Recommender 34
  Daniel Villatoro, Jordi Aranda, Marc Planagumà, Rafael Gimenez, Marc Torrent-Moreno
- Road-quality Classification and Bump Detection with Bicycle-Mounted Smartphones 39
  Marius Hoffmann, Michael Mock, Michael May
- Simulating Price Interactions by Mining Multivariate Financial Time Series 44
  Bruno Silva, Luis Cavique, Nuno Marques
- Trend Template: Mining Trends With a Semi-formal Trend Model 49
  Olga Streibel, Lars Wißler, Robert Tolksdorf, Danilo Montesi
- Ubiquitous Self-Organizing Maps 54
  Bruno Silva, Nuno Marques

2013-11-22: submitted by Carlos Ferreira
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