Real time anomalous trajectory detection and analysis

Mobile Networks and Applications

Volumn 18, Issue 3, 2013, Pages 341-356

  Sun, Lin ^a   Zhang, Daqing ^a   Chen, Chao ^a   Castro, Pablo Samuel ^a   Li, Shijian ^b   Wang, Zonghui ^b  

^a INSTITUT NATIONAL DES TÉLÉCOMMUNICATIONS   (France)

^b ZHEJIANG UNIVERSITY   (China)

Author keywords

Anomalous trajectory analysis; Anomalous trajectory detection; GPS equipped taxis; GPS traces; Real time anomaly detection

Indexed keywords

DELIVERY BEHAVIORS; GPS TRACES; HUMAN BEHAVIORS; INVERTED INDICES; REAL TIME MONITORING; REAL-TIME ANOMALY DETECTIONS; TAXI FARES; TRAJECTORY ANALYSIS;

TAXICABS;

TRAJECTORIES;

EID: 84878744901     PISSN: 1383469X     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11036-012-0417-8     Document Type: Article

References (23)

1. Brian ZD, Maas AL, Dey AK, Bagnell JA (2008) Navigate like a cabbie: probabilistic reasoning from observed context-aware behavior. In: Proceedings of the 10th international conference on ubiquitous computing. Seoul, Korea, pp 322-331
2. Bu Y, Chen L, Fu AW, Liu D (2009) Efficient anomaly monitoring over moving object trajectory streams. In: Proceedings of the 15th ACM SIGKDD international conference on knowledge discovery and data mining, pp 159-168
3. Chen C, Zhang D, Castro PS, Li N, Sun L, Li S (2011) Real-time detection of anomalous taxi trajectories from incoming GPS traces. In: Proceedings of the 8th international ICST conference on mobile and ubiquitous systems
4. Faghri A, Hamad K (2002) Application of GPS in traffic management systems. GPS Solutions 5:52-60
5. Ge Y, Xiong H, Liu C, Zhou Z-H (2011) A taxi driving fraud detection system. In: Proceedings of the IEEE international conference on data mining, pp 181-190
6. Ge Y, Xiong H, Zhou Z, Ozdemir H, Yu J, Lee K (2010) Top-eye: top-k evolving trajectory outlier detection. In: Proceedings of the 19th ACM international conference on information and knowledge management, pp 1733-1736
7. Lazer D, Pentland A, Adamic L, Aral S, Barabasi A-L, Brewer D, Christakis N, Contractor N, Fowler J, Gutmann M, Jebara T, King G, Macy M, Roy D, Van Alstyne M (2009) Computational social science. Science 323(5915):721-723
8. Lee J-G, Han J, Li X (2008) Trajectory outlier detection: a partition-and-detect framework. In: Proceedings of IEEE international conference on data engineering, pp 140-149
9. Li B, Zhang D, Sun L, Chen C, Li S, Qi G, Yang Q (2011) Hunting or waiting? Discovering passenger-finding strategies from a large-scale real-world taxi dataset. In: IEEE international conference on pervasive computing and communications workshops (PERCOM Workshops), pp 63-68
10. Liao Z (2003) Real-time taxi dispatching using global positioning systems. Commun ACM 46:81-83
11. Liu L, Andris C, Ratti C (2010) Uncovering cabdrivers' behavior patterns from their digital traces. Comput Environ Urban Syst 34:541-548
12. Phithakkitnukoon S, Veloso M, Bento C, Biderman A, Ratti C (2010) Taxi-aware map: identifying and predicting vacant taxis in the city. In: Ambient intelligence: first international joint conference. Malaga, Spain, pp 86-95
13. Qi G, Li X, Li S, Pan G, Wang Z, Zhang D (2011) Measuring social functions of city regions from large-scale taxi behaviors. In: The 9th IEEE international conference on pervasive computing and communications, WIP. Seattle, USA, pp 384-388
14. Quiroga CA, Bullock D (1998) Travel time studies with global positioning and geographic information systems: an integrated methodology. Transp Res, Part C Emerg Technol 6:101-127
15. Quiroga C, Bullock D (1999) Measuring control delay at a signalized intersections. J Transp Eng 125:271-280
16. Veloso M, Phithakkitnukoon S, Bento C (2011) Urban mobility study using taxi traces. In: Proceedings of the 2011 international workshop on trajectory data mining and analysis. New York, USA, pp 23-30
17. Yuan J, Zheng Y, Zhang C, Xie W, Xie X, Huang Y (2010) T-drive: driving directions based on taxi trajectories. In: Proceedings of the 18th ACM international conference on advances in geographic information systems. San Jose, CA, pp 99-108
18. Yuan J, Zheng Y, Zhang L, Xie X, Sun G (2011) Where to find my next passenger? In: Proceedings of the 13th ACM international conference on ubiquitous computing. Beijing, China, pp 109-118
19. Zhang D, Guo B, Yu Z (2011) The emergence of social and community intelligence. IEEE Computer 44:21-28
20. Zhang D, Li N, Zhou Z-H, Chen C, Sun L, Li S (2011) iBAT: detecting anomalous taxi trajectories from GPS traces. In: Proceedings of the 13th ACM international conference on ubiquitous computing, pp 99-108
21. Zheng Y, Liu Y, Yuan J, Xie X (2011) Urban computing with taxicabs. In: Proceedings of the 13th ACM international conference on ubiquitous computing, pp 89-98
22. Zheng Y, Zhang L, Xie X, Ma W-Y (2009) Mining interesting locations and travel sequences from GPS trajectories. In: Proceedings of the 18th international conference on World Wide Web, pp 791-800
23. Zobel J, Moffat A (2006) Inverted files for text search engines. ACM Comput Surv 38:1-56