|  | Vol-1678 urn:nbn:de:0074-1678-2 Copyright © 2016 for the individual papers by the papers' authors. Copying permitted for private and academic purposes. This volume is published and copyrighted by its editors.

# ATT 2016
Ninth International Workshop on Agents in Traffic and Transportation

### Proceedings of the Ninth International Workshop on Agents in Traffic and Transportation (ATT 2016)
co-located with the 25th International Joint Conference On Artificial Intelligence (IJCAI 2016)

### New York, USA, July 10, 2016.

Edited by

### Ana Lúcia C. Bazzan *
Franziska Klügl **
Sascha Ossowski ***
Giuseppe Vizzari ****

* Institute of Informatics, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
** School of Science and Technology, Örebro University, Örebro, Sweden
*** Centre for Intelligent Information Technologies (CETINIA), University Rey Juan Carlos, Madrid, Spain
**** Complex Systems and Artificial Intelligence research center, Università degli Studi di Milano-Bicocca, Milano, Italy

## Table of Contents

### Session 1: Tolls

- Delta-Tolling: Adaptive Tolling for Optimizing Traffic Throughput
  Guni Sharon, Josiah Hanna, Tarun Rambha, Michael Albert, Peter Stone, Stephen D. Boyles
- When are Marginal Congestion Tolls Optimal?
  Reshef Meir, David C. Parkes

### Session 2: Wayfinding and route choices for pedestrians and vehicles

- Conflicting Tendencies in Pedestrian Wayfinding Decisions: a Multi-Agent Model Encompassing Proxemics and Imitation
  Luca Crociani, Giuseppe Vizzari, Stefania Bandini
- Pedestrians’ Route Choice Model for Shopping Behavior
  Bruno Rocha Werberich, Carlos Oliva Pretto, Helena Beatriz Bettella Cybis
- Using Topological Statistics to Bias and Accelerate Route Choice: Preliminary Findings in Synthetic and Real-World Road Networks
  Fernando Stefanello, Bruno C. da Silva, Ana L. C. Bazzan
- Combining Car-to-Infrastructure Communication and Multi-Agent Reinforcement Learning in Route Choice
  Ricardo Grunitzki, Ana L. C. Bazzan
- On Estimating Action Regret and Learning From It in Route Choice
  Gabriel de O. Ramos, Ana L. C. Bazzan

### Session 3: Innovative mobility systems

- An Empirical Investigation of Adaptive Traffic Control Parameters
  Jeffery Raphael, Elizabeth I. Sklar, Simon Maskell
- An Architecture for Safe Evacuation Route Recommendation in Smart Spaces
  Marin Lujak, Stefano Giordani, Sascha Ossowski
- Urban Traffic Control Assisted by AI Planning and Relational Learning
  Alberto Pozanco, Susana Fernández, Daniel Borrajo
- A Novel Approach of Cognitive Base Station with Dynamic Spectrum Management for High-Speed Rail
  Qingting Wu, Yiming Wang, Zhijie Yin, Hongyu Deng, Cheng Wu
- Iterative Committee Elections for Collective Decision-Making in a Ride-Sharing Application
  Sophie L. Dennisen, Jörg P. Müller
- Model-Driven Engineering of Simulations for Smart Roads
  Alberto Fernández-Isabel, Rubén Fuentes-Fernández

2016-09-02: submitted by Giuseppe Vizzari, metadata incl. bibliographic data published under Creative Commons CC0
2016-09-06: published on CEUR-WS.org |valid HTML5|