Temporal Network Approach to Explore Bike Sharing Usage Patterns

Aizhan Tlebaldinova, Aliya Nugumanova, Yerzhan Baiburin, Zheniskul Zhantassova, Markhaba Karmenova, Andrey Ivanov

Abstract

The bike-sharing systems have been attracting increase research attention due to their great potential in developing smart and green cities. On the other hand, the mathematical aspects of their design and operation generate a lot of interesting challenges for researchers in the field of modeling, optimization and data mining. The mathematical apparatus that can be used to study bike sharing systems is not limited only to optimization methods, space-time analysis or predictive analytics. In this paper, we use temporal network methodology to identify stable trends and patterns in the operation of the bike sharing system using one of the largest bike-sharing framework CitiBike NYC as an example.

Download


Paper Citation


in Harvard Style

Tlebaldinova A., Nugumanova A., Baiburin Y., Zhantassova Z., Karmenova M. and Ivanov A. (2020). Temporal Network Approach to Explore Bike Sharing Usage Patterns.In Proceedings of the 6th International Conference on Vehicle Technology and Intelligent Transport Systems - Volume 1: VEHITS, ISBN 978-989-758-419-0, pages 129-136. DOI: 10.5220/0009575901290136


in Bibtex Style

@conference{vehits20,
author={Aizhan Tlebaldinova and Aliya Nugumanova and Yerzhan Baiburin and Zheniskul Zhantassova and Markhaba Karmenova and Andrey Ivanov},
title={Temporal Network Approach to Explore Bike Sharing Usage Patterns},
booktitle={Proceedings of the 6th International Conference on Vehicle Technology and Intelligent Transport Systems - Volume 1: VEHITS,},
year={2020},
pages={129-136},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0009575901290136},
isbn={978-989-758-419-0},
}


in EndNote Style

TY - CONF

JO - Proceedings of the 6th International Conference on Vehicle Technology and Intelligent Transport Systems - Volume 1: VEHITS,
TI - Temporal Network Approach to Explore Bike Sharing Usage Patterns
SN - 978-989-758-419-0
AU - Tlebaldinova A.
AU - Nugumanova A.
AU - Baiburin Y.
AU - Zhantassova Z.
AU - Karmenova M.
AU - Ivanov A.
PY - 2020
SP - 129
EP - 136
DO - 10.5220/0009575901290136