Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.1145/2030112.2030126acmconferencesArticle/Chapter ViewAbstractPublication PagesubicompConference Proceedingsconference-collections
research-article

Urban computing with taxicabs

Published: 17 September 2011 Publication History

Abstract

Urban computing for city planning is one of the most significant applications in Ubiquitous computing. In this paper we detect flawed urban planning using the GPS trajectories of taxicabs traveling in urban areas. The detected results consist of 1) pairs of regions with salient traffic problems and 2) the linking structure as well as correlation among them. These results can evaluate the effectiveness of the carried out planning, such as a newly built road and subway lines in a city, and remind city planners of a problem that has not been recognized when they conceive future plans. We conduct our method using the trajectories generated by 30,000 taxis from March to May in 2009 and 2010 in Beijing, and evaluate our results with the real urban planning of Beijing.

Supplementary Material

JPG File (3-1.jpg)
MOV File (3-1.mov)

References

[1]
Börzsönyi, S., Kossmann, D., Stocker, K. The skyline operator. In Proc. ICDE 2001. IEEE Press: 421--430.
[2]
Cranshaw, J., Toch, E., Hong, J. Kittur, A., Sadeh, N. Bridging the gap between the Physical Location and Online Social Networks. In Proc. Ubicomp 2010, ACM Press (2010): 119--128.
[3]
Eagle, N., and Pentland, A. Reality mining: sensing complex social systems. Personal Ubiquitous Computing, 10, 4 (2006): 255--268.
[4]
Eagle, N., Montjoye, Y. D., and Bettencourt, L. Community Computing: Comparisons between Rural and Urban Societies using Mobile Phone Data, IEEE Social Computing, 144--150.
[5]
Ge, Y., Xiong, H., Tuzhilin, A., Xiao, K., Gruteser M., Pazzani M. J. An Energy-Efficient Mobile Recommender System. In Proc. KDD 2010, ACM Press (2010): 899--908.
[6]
Guehnemann A., Schaefer R. P., Thiessenhusen K. U., Wagner P. Monitoring traffic and emissions by floating car data. Institute of transport studies Australia; 2004.
[7]
Kindberg, T., Chalmers, M., Paulos, E. Gest editors' introduction: Urban computing. Pervasive computing. 6, 3 (2007), 18--20.
[8]
Kostakos V., O'Neill, E. Cityware: Urban computing to bridge online and real-world social networks. Handbook of Research on Urban Informatics, 2008.
[9]
Li, Q., Zheng, Y., Xie, X., Chen, Y., Liu, W., Ma, W.Y. Mining user similarity based on location history. In Proc. GIS 2008, ACM Press (2008): 1--10.
[10]
Liu, L., Andris, C., Biderman, A. and Ratti, C. Uncovering cabdrivers' behavior patterns from their digital traces. Computers, Environment and Urban Systems, 2010.
[11]
Rosenfeld, A. Connectivity in digital pictures. Journal of the ACM (JACM), 17, 1(1970): 146--160.
[12]
Shklovski, I., Chang, M. F. Urban Computing-Navigating Space and Context. IEEE Computer Society. 39, 9 (2006), 36.
[13]
Yan, X., and Han, J. Discovery of frequent substructures. Wiley-Interscience, 2007. 99--11.
[14]
Yuan J., Zheng Y., Zhang C. Y., Xie, W., Xie, X., Sun, G. and Huang, Y. T-Drive: Driving Directions Based on Taxi Trajectories. In Proc. GIS 2010. ACM Press (2010), 99--108.
[15]
Ziebart, B., Maas, A., Dey, A. and Bagnell, J. Navigate like a cabbie: Probabilistic reasoning from observed context-aware behavior. In Proc. Ubicomp 2008, ACM Press (2008): 322.
[16]
Zheng, Y., Xie, X. and Ma, W. Y. GeoLife: A Collaborative Social Networking Service among User, Location and Trajectory. IEEE Date Engineer Bulletin, 33, 2 (2010), 32--40.
[17]
Zheng, Y., Zhang, L., Ma, Z., Xie, X., and Ma, W. Y. Recommending friends and locations based on individual location history. ACM Transaction on the Web, 5, 1 (2011), 1--44.

Cited By

View all
  • (2024)The Impact of Federated Learning on Urban ComputingJournal of Internet Services and Applications10.5753/jisa.2024.400615:1(380-409)Online publication date: 21-Sep-2024
  • (2024)More Data for People with Disabilities! Comparing Data Collection Efforts for Wheelchair Transportation Mode DetectionProceedings of the 2024 ACM International Symposium on Wearable Computers10.1145/3675095.3676617(82-88)Online publication date: 5-Oct-2024
  • (2024)Human Mobility Prediction Based on Trend Iteration of Spectral ClusteringIEEE Transactions on Mobile Computing10.1109/TMC.2023.3288132(1-16)Online publication date: 2024
  • Show More Cited By

Recommendations

Comments

Information & Contributors

Information

Published In

cover image ACM Conferences
UbiComp '11: Proceedings of the 13th international conference on Ubiquitous computing
September 2011
668 pages
ISBN:9781450306300
DOI:10.1145/2030112
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

Sponsors

In-Cooperation

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 17 September 2011

Permissions

Request permissions for this article.

Check for updates

Author Tags

  1. gps trajectories
  2. taxicab
  3. urban computing
  4. urban planning

Qualifiers

  • Research-article

Conference

Ubicomp '11

Acceptance Rates

Overall Acceptance Rate 764 of 2,912 submissions, 26%

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)61
  • Downloads (Last 6 weeks)5
Reflects downloads up to 23 Dec 2024

Other Metrics

Citations

Cited By

View all
  • (2024)The Impact of Federated Learning on Urban ComputingJournal of Internet Services and Applications10.5753/jisa.2024.400615:1(380-409)Online publication date: 21-Sep-2024
  • (2024)More Data for People with Disabilities! Comparing Data Collection Efforts for Wheelchair Transportation Mode DetectionProceedings of the 2024 ACM International Symposium on Wearable Computers10.1145/3675095.3676617(82-88)Online publication date: 5-Oct-2024
  • (2024)Human Mobility Prediction Based on Trend Iteration of Spectral ClusteringIEEE Transactions on Mobile Computing10.1109/TMC.2023.3288132(1-16)Online publication date: 2024
  • (2024)Finding a Taxi With Illegal Driver Substitution Activity via Behavior ModelingsIEEE Transactions on Intelligent Transportation Systems10.1109/TITS.2024.340974425:12(20309-20319)Online publication date: Dec-2024
  • (2024)Research on Motion Pattern Mining and Visualization of Moving Objects Based on Trajectory Data2024 IEEE 4th International Conference on Power, Electronics and Computer Applications (ICPECA)10.1109/ICPECA60615.2024.10471160(1160-1164)Online publication date: 26-Jan-2024
  • (2024)Preliminary Results on Classifying the RTK Trajectories Using the BP Neural Network2024 9th International Conference on Cloud Computing and Big Data Analytics (ICCCBDA)10.1109/ICCCBDA61447.2024.10569823(147-151)Online publication date: 25-Apr-2024
  • (2024)Urban park accessibility assessment using human mobility data: a systematic reviewAnnals of GIS10.1080/19475683.2024.234170030:2(181-198)Online publication date: 11-Apr-2024
  • (2024)An urban building use identification framework based on integrated remote sensing and social sensing data with spatial constraintsGeo-spatial Information Science10.1080/10095020.2024.2387918(1-25)Online publication date: 12-Aug-2024
  • (2023)A Data-driven Region Generation Framework for Spatiotemporal Transportation Service ManagementProceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining10.1145/3580305.3599760(3842-3854)Online publication date: 6-Aug-2023
  • (2023)ForETaxi: Data-Driven Fleet-Oriented Charging Resource Allocation in Large-Scale Electric Taxi NetworksACM Transactions on Sensor Networks10.1145/357095819:3(1-25)Online publication date: 2-Mar-2023
  • Show More Cited By

View Options

Login options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media