publication . Preprint . 2017

SAFEBIKE: A Bike-sharing Route Recommender with Availability Prediction and Safe Routing

Zhong, Weisheng; Chen, Fanglan; Fu, Kaiqun; Lu, Chang-Tien;
Open Access English
  • Published: 04 Dec 2017
Abstract
This paper presents SAFEBIKE, a novel route recommendation system for bike-sharing service that utilizes station information to infer the number of available bikes in dock and recommend bike routes according to multiple factors such as distance and safety level. The system consists of a station level availability predictor that predicts bikes and docks amount at each station, and an efficient route recommendation service that considers safety and bike/dock availability factors. It targets users who are concerned about route safeness and station availability. We demonstrate the system by utilizing Citi Bike station availability and New York City crime data of Man...
Subjects
ACM Computing Classification System: ComputingMilieux_PERSONALCOMPUTINGComputingMethodologies_PATTERNRECOGNITION
free text keywords: Computer Science - Computers and Society
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[1] Pierre Borgnat, Patrice Abry, Patrick Flandrin, Ce´line Robardet, Jean-Baptiste Rouquier, and Eric Fleury. 2011. Shared bicycles in a city: A signal processing and data analysis perspective. Advances in Complex Systems 14, 03 (2011), 415-438.

[2] NYC Open Data. 2017. Open Data for All New Yorkers. (2017). hŠps://opendata. cityofnewyork.us/

[3] Elliot Fishman and Paul Schepers. 2016. Global bike share: what the data tells us about road safety. Journal of safety research 56 (2016), 41-45.

[4] Kaiqun Fu, Yen-Cheng Lu, and Chang-Tien Lu. 2014. TREADS: A Safe Route Recommender Using Social Media Mining and Text Summarization. In Proceedings of the 22Nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (SIGSPATIAL '14). ACM, New York, NY, USA, 557-560. hŠps://doi.org/10.1145/2666310.2666368 [OpenAIRE]

[5] CitiBike System. 2017. General Bikeshare Feed Speci€cation. (2017). hŠps: //github.com/NABSA/gbfs/blob/master/gbfs.md

[6] Wikipedia. 2017. List of Bicycle-Sharing Systems. (2017). hŠps://en.wikipedia. org/wiki/List of bicycle-sharing systems

Abstract
This paper presents SAFEBIKE, a novel route recommendation system for bike-sharing service that utilizes station information to infer the number of available bikes in dock and recommend bike routes according to multiple factors such as distance and safety level. The system consists of a station level availability predictor that predicts bikes and docks amount at each station, and an efficient route recommendation service that considers safety and bike/dock availability factors. It targets users who are concerned about route safeness and station availability. We demonstrate the system by utilizing Citi Bike station availability and New York City crime data of Man...
Subjects
ACM Computing Classification System: ComputingMilieux_PERSONALCOMPUTINGComputingMethodologies_PATTERNRECOGNITION
free text keywords: Computer Science - Computers and Society
Download from

[1] Pierre Borgnat, Patrice Abry, Patrick Flandrin, Ce´line Robardet, Jean-Baptiste Rouquier, and Eric Fleury. 2011. Shared bicycles in a city: A signal processing and data analysis perspective. Advances in Complex Systems 14, 03 (2011), 415-438.

[2] NYC Open Data. 2017. Open Data for All New Yorkers. (2017). hŠps://opendata. cityofnewyork.us/

[3] Elliot Fishman and Paul Schepers. 2016. Global bike share: what the data tells us about road safety. Journal of safety research 56 (2016), 41-45.

[4] Kaiqun Fu, Yen-Cheng Lu, and Chang-Tien Lu. 2014. TREADS: A Safe Route Recommender Using Social Media Mining and Text Summarization. In Proceedings of the 22Nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (SIGSPATIAL '14). ACM, New York, NY, USA, 557-560. hŠps://doi.org/10.1145/2666310.2666368 [OpenAIRE]

[5] CitiBike System. 2017. General Bikeshare Feed Speci€cation. (2017). hŠps: //github.com/NABSA/gbfs/blob/master/gbfs.md

[6] Wikipedia. 2017. List of Bicycle-Sharing Systems. (2017). hŠps://en.wikipedia. org/wiki/List of bicycle-sharing systems

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