Finding a Taxi With Illegal Driver Substitution Activity via Behavior Modelings

doi:10.1109/TITS.2024.3409744

	Finding a Taxi With Illegal Driver Substitution Activity via Behavior Modelings
	Pang, Junbiao 1; Sabir, Muhammad Ayub 1; Wang, Zuyun 2; Hu, Anjing 1; Yang, Xue 3; Yu, Haitao 3; Huang, Qingming 4,5,6
	2024-10-18
发表期刊	IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
ISSN	1524-9050
页码	11
摘要	In our urban life, Illegal Driver Substitution (IDS) activity for a taxi is a grave unlawful activity in the taxi industry. Currently, the IDS activity is manually supervised by law enforcers, i.e., law enforcers empirically choose a taxi and inspect it. The pressing problem of this scheme is the dilemma between the limited number of law-enforcers and the large volume of taxis. In this paper, we propose a computational method that helps law enforcers efficiently find the taxis which tend to have the IDS activity. Firstly, our method converts the identification of the IDS activity to a supervised learning task. Secondly, two kinds of taxi driver behaviors, i.e., the Sleeping Time and Location (STL) behavior and the Pick-Up (PU) behavior are proposed. Thirdly, the multiple scale pooling on self-similarity is proposed to encode the individual behaviors into the universal features for all taxis. Finally, a Multiple Component-Multiple Instance Learning (MC-MIL) is proposed to handle the deficiency of the behavior features and to align the behavior features, simultaneously. Extensive experiments on a real-world data set shows that the proposed behavior features have a good generalization ability across different classifiers, and the proposed MC-MIL method suppresses the baseline methods.
关键词	Illegal driver substitution activity behavior modeling multiple scale taxi supervision self-similarity pooling
DOI	10.1109/TITS.2024.3409744
收录类别	SCI
语种	英语
WOS研究方向	Engineering ; Transportation
WOS类目	Engineering, Civil ; Engineering, Electrical & Electronic ; Transportation Science & Technology
WOS记录号	WOS:001337880400001
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/39498
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Pang, Junbiao
作者单位	1.Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China 2.Beijing Transportat Comprehens Law Enforcement Cor, Beijing 100044, Peoples R China 3.Beijing Intelligent Transportat Dev Ctr, Beijing 100161, Peoples R China 4.Univ Chinese Acad Sci, Beijing 101408, Peoples R China 5.Chinese Acad Sci, Beijing 100049, Peoples R China 6.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Pang, Junbiao,Sabir, Muhammad Ayub,Wang, Zuyun,et al. Finding a Taxi With Illegal Driver Substitution Activity via Behavior Modelings[J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,2024:11.
APA	Pang, Junbiao.,Sabir, Muhammad Ayub.,Wang, Zuyun.,Hu, Anjing.,Yang, Xue.,...&Huang, Qingming.(2024).Finding a Taxi With Illegal Driver Substitution Activity via Behavior Modelings.IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,11.
MLA	Pang, Junbiao,et al."Finding a Taxi With Illegal Driver Substitution Activity via Behavior Modelings".IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS (2024):11.