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Report from Dagstuhl : SocioPaths - Multimodal Door-to-Door Route planning via Social Paths

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2015

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Liebig, Thomas
Sanders, Peter
Walied, Othman
Funke, Stefan

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KATAKIS, Ioannis, ed. and others. Emerging learning paradigms and applications for smart cities : proceedings of the 2nd International Workshop on Mining Urban Data, MUD 2015, co-located with 32nd International Conference on Machine Learning (ICML 2015), Lille, France, July 11th, 2015. Aachen: RWTH Aachen, 2015, pp. 90-94. CEUR workshop proceedings. 1392. eISSN 1613-0073

Zusammenfassung

Individual multi-modal trip planning is a major task in transportation science. With increasing availability of new means of transportation personal constraints (e.g. elevator phobia or fear of flying) and preferences (e.g. train over bus) gain higher impact. Existing trip planners are mostly based on static time-tables and road-network data. Furthermore an objective function that covers individual constraints and preferences on route choice is hard to find for existing trip planners. In this position paper we present an approach that incorporates the 'wisdom of the crowd' by construction of a transfer graph based on previously successfully performed trips of other persons. By this approach personal constraints and preferences may easily be taken under consideration by filtering those routes which were performed by people with similar restrictions. Also regular congestions may be taken into consideration as these are already in the data. In case of hazards or blockages corresponding connections can be removed in the transfer graph and alternatives are provided. With a sufficiently large set of initial routes, we expect the method to produce reasonable route suggestions.

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2nd International Workshop on Mining Urban Data, MUD 2015, 11. Juli 2015 - 11. Juli 2015, Lille, France
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ISO 690LIEBIG, Thomas, Sabine STORANDT, Peter SANDERS, Othman WALIED, Stefan FUNKE, 2015. Report from Dagstuhl : SocioPaths - Multimodal Door-to-Door Route planning via Social Paths. 2nd International Workshop on Mining Urban Data, MUD 2015. Lille, France, 11. Juli 2015 - 11. Juli 2015. In: KATAKIS, Ioannis, ed. and others. Emerging learning paradigms and applications for smart cities : proceedings of the 2nd International Workshop on Mining Urban Data, MUD 2015, co-located with 32nd International Conference on Machine Learning (ICML 2015), Lille, France, July 11th, 2015. Aachen: RWTH Aachen, 2015, pp. 90-94. CEUR workshop proceedings. 1392. eISSN 1613-0073
BibTex
@inproceedings{Liebig2015Repor-43830,
  year={2015},
  title={Report from Dagstuhl : SocioPaths - Multimodal Door-to-Door Route planning via Social Paths},
  url={http://ceur-ws.org/Vol-1392/paper-14.pdf},
  number={1392},
  publisher={RWTH Aachen},
  address={Aachen},
  series={CEUR workshop proceedings},
  booktitle={Emerging learning paradigms and applications for smart cities : proceedings of the 2nd International Workshop on Mining Urban Data, MUD 2015, co-located with 32nd International Conference on Machine Learning (ICML 2015), Lille, France, July 11th, 2015},
  pages={90--94},
  editor={Katakis, Ioannis},
  author={Liebig, Thomas and Storandt, Sabine and Sanders, Peter and Walied, Othman and Funke, Stefan}
}
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URL der Originalveröffentl.
http://ceur-ws.org/Vol-1392/paper-14.pdf

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2018-11-15

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