Mobility Data: Modeling, Management, and Understanding

ISBN-13: 9781107021716 / Angielski / Twarda / 2013 / 378 str.

Chiara Renso; Stefano Spaccapietra; Esteban Zimanyi

Opis

Mobility of people and goods is essential in the global economy. The ability to track the routes and patterns associated with this mobility offers unprecedented opportunities for developing new, smarter applications in different domains. Much of the current research is devoted to developing concepts, models, and tools to comprehend mobility data and make it manageable for these applications. This book surveys the myriad facets of mobility data, from spatio-temporal data modeling, to data aggregation and warehousing, to data analysis, with a specific focus on monitoring people in motion (drivers, airplane passengers, crowds, and even animals in the wild). Written by a renowned group of worldwide experts, it presents a consistent framework that facilitates understanding of all these different facets, from basic definitions to state-of-the-art concepts and techniques, offering both researchers and professionals a thorough understanding of the applications and opportunities made possible by the development of mobility data.

Spis treści

Part I. Mobility Data Modeling and Representation: 1. Trajectories and behavior representation: an overview Stefano Spaccapietra, Christine Parent and Laura Spinsanti; 2. Trajectory collection and reconstruction Gerasimos Marketos, Maria Damiani, Nikos Pelekis, Yannis Theodoridis and Zhixian Yan; 3. Trajectory databases Ralf Hartmut Güting, Christian Düntgen and Thomas Behr; 4. Trajectory data warehousing Alejandro Vaisman and Esteban Zimányi; 5. Mobility and uncertainty Claudio Silvestri, Esteban Zimányi and Alessandra Raffaetà; Part II. Mobility Data Understanding: 6. Mobility data mining Mirco Nanni; 7. Understanding human mobility using mobility data mining Chiara Renso and Roberto Trasarti; 8. Visual analytics of movement: a review of methods, tools, and procedures Natalia Andrienko and Gennady Andrienko; 9. Mobility data and privacy Dino Pedreschi and Anna Monreale; Part III. Mobility Applications: 10. Car traffic monitoring Davy Janssens, Salvatore Rinzivillo and Mirco Nanni; 11. Maritime applications Thomas Devogele, Laurent Etienne, Cyril Ray and Christophe Claramunt; 12. Air traffic analysis Christophe Hurter, Gennady Andrienko, Natalia Andrienko, Ralf Güting and Mahmoud Sakr; 13. Animal movement Stefano Focardi and Francesca Cagnacci; 14. Person monitoring with Bluetooth tracking Mathias Versichele, Tijs Neutens and Nico Van de Weghe; Part IV. Future Challenges and Conclusions: 15. A complexity science perspective on human mobility Fosca Giannotti, Luca Pappalardo, Dino Pedreschi and Dashun Wang; 16. Mobility and geo-social networks Laura Spinsanti, Michele Berlingerio and Luca Pappalardo; 17. Conclusions Chiara Renso, Stefano Spaccapietra and Esteban Zimanyi.