Quantifying Taxi Drivers' Behaviors with Behavioral Game Theory

被引:0
作者
Ji, Mengyu [1 ]
Xu, Yuhong [1 ]
Cheng, Shih-Fen [1 ]
机构
[1] Singapore Management Univ, Sch Comp & Informat Syst, Singapore, Singapore
来源
2023 IEEE 26TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS, ITSC | 2023年
关键词
D O I
10.1109/ITSC57777.2023.10422246
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With their flexibility and convenience, taxis play a vital role in urban transportation systems. Understanding how human drivers make decisions in a context of uncertainty and competition is crucial for taxi fleets that depend on drivers to provide their services. As part of this paper, we propose modeling taxi drivers' behaviors based on behavioral game theory. Based on real-world data, we demonstrate that the behavioral game theory model we select is superior to state-of-the-art baselines. These results provide a solid foundation for improving taxi fleet efficiency in the future.
引用
收藏
页码:3016 / 3021
页数:6
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