Crowd sensing of traffic anomalies based on human mobility and social media

GIS: Proceedings of the ACM International Symposium on Advances in Geographic Information Systems

Volumn , Issue , 2013, Pages 334-343

  Pan, Bei ^a   Zheng, Yu ^b   Wilkie, David ^c   Shahabi, Cyrus ^a  

^a UNIVERSITY OF SOUTHERN CALIFORNIA   (United States)

^b MICROSOFT RESEARCH   (United States)

^c UNIVERSITY OF NORTH CAROLINA   (United States)

Author keywords

city dynamics; human as a sensor; human mobility; traffic anomaly

Indexed keywords

ALTERNATIVE ROUTES; EFFECTIVENESS AND EFFICIENCIES; GPS TRAJECTORIES; HUMAN MOBILITY; SOCIAL NETWORKING SERVICES; SOCIAL SITES; TRAFFIC ANOMALIES; URBAN ROAD NETWORKS;

DATA PROCESSING; SOCIAL NETWORKING (ONLINE); TAXICABS; TRAFFIC CONGESTION;

GEOGRAPHIC INFORMATION SYSTEMS;

EID: 84893446856     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2525314.2525343     Document Type: Conference Paper

References (16)

1. L. Byron and M. Wattenberg. Stacked graphs-geometry & aesthetics. IEEE Transactions on Visualization and Computer Graphics, 2008.
2. S. Chawla, Y. Zheng, and J. Hu. Inferring the root cause in road traffic anomalies. In ICDM '12.
3. R. De Maesschalck, D. Jouan-Rimbaud, and Massart. The mahalanobis distance. In Chemometrics and Intelligent Laboratory Systems 50, pages 1-18, 2000.
4. Y. Ge, H. Xiong, C. Liu, and Z.-H. Zhou. A taxi driving fraud detection system. In ICDM '11.
5. C. X. Lin, B. Zhao, Q. Mei, and J. Han. PET: a statistical model for popular events tracking in social communities. In KDD '10.
6. W. Liu, Y. Zheng, S. Chawla, J. Yuan, and X. Xing. Discovering spatio-temporal causal interactions in traffic data streams. In KDD '11.
7. J. Ramos. Using TF-IDF to Determine Word Relevance in Document Queries. Technical report, Department of Computer Science, Rutgers University, 2003.
8. T. Sakaki, M. Okazaki, and Y. Matsuo. Earthquake shakes twitter users: real-time event detection by social sensors. In WWW '10.
9. H. Sayyadi, M. Hurst, and A. Maykov. Event detection and tracking in social streams. In ICWSM '09). AAAI, 2009.
10. K. Verbeek, K. Buchin, and B. Speckmann. Flow map layout via spiral trees. IEEE Transactions on Visualization and Computer Graphics, 2011.
11. L.-Y. Wei, Y. Zheng, and W.-C. Peng. Constructing popular routes from uncertain trajectories. In KDD '12.
12. D. Wilkie, J. Sewall, and M. Lin. Transforming gis data into functional road models for large-scale traffic simulation. IEEE Transactions on Visualization and Computer Graphics, 2012.
13. J. Yuan, Y. Zheng, C. Zhang, X. Xie, and G.-Z. Sun. An interactive-voting based map matching algorithm. In MDM '10.
14. D. Zhang, N. Li, Z.-H. Zhou, C. Chen, L. Sun, and S. Li. iBAT: detecting anomalous taxi trajectories from GPS traces. In UbiComp '11.
15. J. Zhang. Smarter outlier detection and deeper understanding of large-scale taxi trip records: a case study of NYC. In SIGKDD '12 Workshop on Urban Computing.
16. Y. Zheng, Y. Liu, J. Yuan, and X. Xie. Urban computing with taxicabs. In UbiComp '11.