@inbook{384d34bcff024279bcaf75fee7077a33,
title = "An efficient dispatch and decision-making model for taxi-booking service",
abstract = "Taxi-booking services have recently gained attention to address congestion and sustainability. However, current booking services have a low success rate, due to uncooperative behaviours of passengers and drivers. In this paper, we propose a centralized Carrying Reservation System (CRS) to exchange real-time information for drivers and passengers and support a taxi dispatch mechanism to balance real-time supply and demand. Evolutionary game theory is applied to analyze behaviour and optimize the utility for taxi drivers and passengers. Global Position System (GPS) trajectory data from the Transport Commission of Shenzhen Municipality is used to evaluate the performance of proposed system. Results show that our model could reduce locating time as much as 46\%, which will in turn lower passengers' waiting times. With our game theory model, drivers' profit could be increased by over 18\%. Compared with an off-line mining and online recommendation method (OMOM), our method improves the gain of drivers during non-rush hours.",
keywords = "Algorithm, Evolutionary Game Theory, GPS data, Recommend System",
author = "Cheng Qiao and Mingming Lu and Yong Zhang and Brown, \{Kenneth N.\}",
note = "Publisher Copyright: {\textcopyright} 2015 IEEE.; Proceedings - 2015 IEEE 12th International Conference on Ubiquitous Intelligence and Computing, 2015 IEEE 12th International Conference on Advanced and Trusted Computing, 2015 IEEE 15th International Conference on Scalable Computing and Communications, 2015 IEEE International Conference on Cloud and Big Data Computing, 2015 IEEE International Conference on Internet of People and Associated Symposia/Workshops, UIC-ATC-ScalCom-CBDCom-IoP 2015 ; Conference date: 10-08-2015 Through 14-08-2015",
year = "2016",
month = jul,
day = "20",
doi = "10.1109/UIC-ATC-ScalCom-CBDCom-IoP.2015.88",
language = "English",
series = "Proceedings - 2015 IEEE 12th International Conference on Ubiquitous Intelligence and Computing, 2015 IEEE 12th International Conference on Advanced and Trusted Computing, 2015 IEEE 15th International Conference on Scalable Computing and Communications, 2015 IEEE International Conference on Cloud and Big Data Computing, 2015 IEEE International Conference on Internet of People and Associated Symposia/Workshops, UIC-ATC-ScalCom-CBDCom-IoP 2015",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "392--398",
editor = "Jianhua Ma and Ali Li and Huansheng Ning and Yang, \{Laurence T.\}",
booktitle = "Proceedings - 2015 IEEE 12th International Conference on Ubiquitous Intelligence and Computing, 2015 IEEE 12th International Conference on Advanced and Trusted Computing, 2015 IEEE 15th International Conference on Scalable Computing and Communications, 2015 IEEE International Conference on Cloud and Big Data Computing, 2015 IEEE International Conference on Internet of People and Associated Symposia/Workshops, UIC-ATC-ScalCom-CBDCom-IoP 2015",
address = "United States",
}