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Algorithms for Matching and Predicting Trajectories

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2013

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Eisner, Jochen
Funke, Stefan
Herbst, Andre
Spillner, Andreas

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MÜLLER-HANNEMANN, Matthias, ed., Renato WERNECK, ed.. 2011 Proceedings of the Thirteenth Workshop on Algorithm Engineering and Experiments (ALENEX). Philadelphia, PA: SIAM, 2013, pp. 84-95. ISBN 978-1-61197-291-7. Available under: doi: 10.1137/1.9781611972917.9

Zusammenfassung

We consider the following two problems: Map Matching: Given a sequence of (imprecise) location measurements from a mobile user moving on a road network, determine the most likely path in the network this user has travelled along. Prediction of Trajectories: Given the path of where a mobile user has moved along in a road network up to now, predict where he will travel along in the near future.

Our map matching algorithm is simple and efficient even in case of very imprecise measurements like GSM-localizations and allows for the real-time tracking of a large number of mobile users on modest hardware. Our proposed path prediction algorithm is equally simple but yields extremely accurate predictions at a very low computational cost.

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The Thirteenth Workshop on Algorithm Engineering and Experiments (ALENEX), 22. Jan. 2011, San Francisco, California
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ISO 690EISNER, Jochen, Stefan FUNKE, Andre HERBST, Andreas SPILLNER, Sabine STORANDT, 2013. Algorithms for Matching and Predicting Trajectories. The Thirteenth Workshop on Algorithm Engineering and Experiments (ALENEX). San Francisco, California, 22. Jan. 2011. In: MÜLLER-HANNEMANN, Matthias, ed., Renato WERNECK, ed.. 2011 Proceedings of the Thirteenth Workshop on Algorithm Engineering and Experiments (ALENEX). Philadelphia, PA: SIAM, 2013, pp. 84-95. ISBN 978-1-61197-291-7. Available under: doi: 10.1137/1.9781611972917.9
BibTex
@inproceedings{Eisner2013-12-18Algor-45936,
  year={2013},
  doi={10.1137/1.9781611972917.9},
  title={Algorithms for Matching and Predicting Trajectories},
  isbn={978-1-61197-291-7},
  publisher={SIAM},
  address={Philadelphia, PA},
  booktitle={2011 Proceedings of the Thirteenth Workshop on Algorithm Engineering and Experiments (ALENEX)},
  pages={84--95},
  editor={Müller-Hannemann, Matthias and Werneck, Renato},
  author={Eisner, Jochen and Funke, Stefan and Herbst, Andre and Spillner, Andreas and Storandt, Sabine}
}
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