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Spatiotemporal sampling for trajectory streams

Published: 22 March 2010 Publication History

Abstract

In this paper, we present a summarization technique adapted to trajectory streams. The Spatiotemporal Stream Sampling (STSS) algorithm is a single-pass sampling technique that takes advantage of both the spatial and temporal dimensions inherent to these streams in order to reduce their processing and storage costs.

References

[1]
L. Golab and M. T. Özsu. Issues in data stream management. SIGMOD Record, 32(2):5--14, 2003.
[2]
N. Meratnia and R. A. de By. Spatiotemporal compression techniques for moving point objects. In 9th Int. Conf. on Extending Database Technology (EDBT'04), pages 765--782, 2004.
[3]
M. Potamias, K. Patroumpas, and T. Sellis. Sampling trajectory streams with spatiotemporal criteria. In Proc. of 18th Int. Conf. on Scientific and Statistical Database Management (SSDBM'06), pages 275--284, 2006.

Cited By

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  • (2015)TrajicIEEE Transactions on Knowledge and Data Engineering10.1109/TKDE.2015.243693227:11(3138-3151)Online publication date: 1-Nov-2015
  • (2012)iSamplingProceedings of the 21st ACM international conference on Information and knowledge management10.1145/2396761.2398494(1667-1671)Online publication date: 29-Oct-2012
  • (2011)Efficient Online Algorithms for the Polygonal Approximation of Trajectory DataProceedings of the 2011 IEEE 12th International Conference on Mobile Data Management - Volume 0110.1109/MDM.2011.53(49-57)Online publication date: 6-Jun-2011

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  1. Spatiotemporal sampling for trajectory streams

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    Published In

    cover image ACM Conferences
    SAC '10: Proceedings of the 2010 ACM Symposium on Applied Computing
    March 2010
    2712 pages
    ISBN:9781605586397
    DOI:10.1145/1774088
    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]

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 22 March 2010

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    Author Tags

    1. sampling
    2. spatiotemporal
    3. summaries
    4. trajectory streams

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    SAC'10
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    SAC'10: The 2010 ACM Symposium on Applied Computing
    March 22 - 26, 2010
    Sierre, Switzerland

    Acceptance Rates

    SAC '10 Paper Acceptance Rate 364 of 1,353 submissions, 27%;
    Overall Acceptance Rate 1,650 of 6,669 submissions, 25%

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    Cited By

    View all
    • (2015)TrajicIEEE Transactions on Knowledge and Data Engineering10.1109/TKDE.2015.243693227:11(3138-3151)Online publication date: 1-Nov-2015
    • (2012)iSamplingProceedings of the 21st ACM international conference on Information and knowledge management10.1145/2396761.2398494(1667-1671)Online publication date: 29-Oct-2012
    • (2011)Efficient Online Algorithms for the Polygonal Approximation of Trajectory DataProceedings of the 2011 IEEE 12th International Conference on Mobile Data Management - Volume 0110.1109/MDM.2011.53(49-57)Online publication date: 6-Jun-2011

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