Nothing Special   »   [go: up one dir, main page]

skip to main content
10.5555/1781574.1781659guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
Article

Compressing spatio-temporal trajectories

Published: 17 December 2007 Publication History

Abstract

Trajectory data is becoming increasingly available and the size of the trajectories is getting larger. In this paper we study the problem of compressing spatio-temporal trajectories such that the most common queries can still be answered approximately after the compression step has taken place. In the process we develop an O(n logk n)-time implementation of the Douglas-Peucker algorithm in the case when the polygonal path of n vertices given as input is allowed to self-intersect.

References

[1]
Agarwal, P.K., Varadarajan, K.R.: Efficient algorithms for approximating polygonal chains. Discrete & Computational Geometry 23(2), 273-291 (2000).
[2]
Aronov, B., Bose, P., Demaine, E.D., Gudmundsson, J., Iacono, J., Langerman, S., Smid, M.: Data structures for halfplane proximity queries and incremental Voronoi diagrams. In: Correa, J.R., Hevia, A., Kiwi, M. (eds.) LATIN 2006. LNCS, vol. 3887, pp. 80-92. Springer, Heidelberg (2006).
[3]
Cao, H., Wolfson, O., Trajcevski, G.: Spatio-temporal data reduction with deterministic error bounds. In: Proceedings of the 2003 Joint Workshop on Foundations of Mobile Computing, pp. 33-42. ACM Press, New York (2003).
[4]
Cao, H., Wolfson, O., Trajcevski, G.: Spatio-temporal data reduction with deterministic error bounds. The VLDB Journal 15(3), 211-228 (2006).
[5]
Chan, W.S., Chin, F.: Approximation of polygonal curves with minimum number of line segments. In: Ibaraki, T., Iwama, K., Yamashita, M., Inagaki, Y., Nishizeki, T. (eds.) ISAAC 1992. LNCS, vol. 650, pp. 378-387. Springer, Heidelberg (1992).
[6]
Douglas, D.H., Peucker, T.K.: Algorithms for the reduction of the number of points required to represent a digitized line or its caricature. The Canadian Cartographer 10(2), 112-122 (1973).
[7]
Frank, A.U.: Socio-Economic Units: Their Life and Motion. In: Frank, A.U., Raper, J., Cheylan, J.P. (eds.) Life and motion of socio-economic units. GISDATA, vol. 8, pp. 21-34. Taylor & Francis, London (2001).
[8]
Gudmundsson, J., Laube, P., Wolle, T.: Encyclopedia of GIS. In: Movement Patterns in Spatio-Temporal Data, Springer (to appear).
[9]
Güting, R., Boehlen, M.H., Erwig, M., Jensen, C.S., Lorentzos, N., Nardelli, E., Schneider, M., Vazirgiannis, M.: A Foundation for representing and querying moving objects. ACM Transactions on Database Systems 25(1), 1-42 (2005).
[10]
Hershberger, J., Snoeyink, J.: Speeding up the Douglas-Peucker line-simplification algorithm. In: Proceedings of the 5th International Symposium on Spatial Data Handling, pp. 134-143. IGU Commission on GIS (1992).
[11]
Hershberger, J., Snoeyink, J.: Cartographic line simplification and polygon CSG formulæ in O(n log* n) time. Computational Geometry--Theory and Applications 11(3-4), 175-185 (1998).
[12]
Hulbert, I.A.R.: GPS and its use in animal telemetry: The next five years. In: Sibbald, A.M., Gordon, I.J. (eds.) Proceedings of the Conference on Tracking Animals with GPS, Aberdeen, UK, pp. 51-60. Macaulay Insitute (2001).
[13]
Imai, H., Iri, M.: Computational-geometric methods for polygonal approximations of a curve. Computer Vision, Graphics, and Image Processing 36(1), 31-41 (1986).
[14]
Kwan, M.P.: Interactive geovisualization of activity-travel patterns using three dimensional geographical information systems: A methodological exploration with a large data set. Transportation Research Part C 8(1-6), 185-203 (2000).
[15]
Melkman, A., O'Rourke, J.: On polygonal chain approximation. In: Computational Morphology, pp. 87-95. North-Holland, Amsterdam (1988).
[16]
Overmars, M., van Leeuwen, J.: Maintenance of configurations in the plane. Journal of Computer and System Sciences 23(2), 166-204 (1981).

Cited By

View all

Recommendations

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

cover image Guide Proceedings
ISAAC'07: Proceedings of the 18th international conference on Algorithms and computation
December 2007
929 pages
ISBN:3540771182
  • Editor:
  • Takeshi Tokuyama

Sponsors

  • Support Center for Advanced Telecommunications Technology Research
  • Kayamori Foundation of Informational Science Advancement
  • Tohoku University: Tohoku University
  • The Telecommunications Advancement Foundation
  • New Horizons in Computing

Publisher

Springer-Verlag

Berlin, Heidelberg

Publication History

Published: 17 December 2007

Qualifiers

  • Article

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)0
  • Downloads (Last 6 weeks)0
Reflects downloads up to 14 Nov 2024

Other Metrics

Citations

Cited By

View all
  • (2018)A parallel online trajectory compression approach for supporting big data workflowComputing10.1007/s00607-017-0563-8100:1(3-20)Online publication date: 1-Jan-2018
  • (2017)Temporal Sampling Constraints for GeoSpatial Path Reconstruction in a Transportation NetworkProceedings of the 10th ACM SIGSPATIAL Workshop on Computational Transportation Science10.1145/3151547.3151548(1-6)Online publication date: 7-Nov-2017
  • (2014)Trajectory simplificationProceedings of the VLDB Endowment10.14778/2735461.27354668:1(49-60)Online publication date: 1-Sep-2014
  • (2011)Clustering of trajectories in video surveillance using growing neural gasProceedings of the 4th international conference on Interplay between natural and artificial computation - Volume Part I10.5555/2009405.2009453(461-470)Online publication date: 30-May-2011
  • (2009)Finding long and similar parts of trajectoriesProceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems10.1145/1653771.1653813(296-305)Online publication date: 4-Nov-2009
  • (2007)Finding popular placesProceedings of the 18th international conference on Algorithms and computation10.5555/1781574.1781660(776-787)Online publication date: 17-Dec-2007

View Options

View options

Get Access

Login options

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media