Toward Crowdsourced Transportation Mode Identification: A Semisupervised Federated Learning Approach

Zhang，Chenhan1; Zhu，Yuanshao2; Markos，Christos1; Yu，Shui3; Yu，James J.Q.2

2022-07-15

10.1109/JIOT.2021.3132056

IEEE Internet of Things Journal   影响因子和分区

2372-2541

Crowdsourcing federated learning (FL) intelligent transportation systems (ITSs) semisupervised learning transportation mode identification (TMI)

SCI ; EI

第一

20215011321315

Classification (of information) ; Cost effectiveness ; Crowdsourcing ; Deep neural networks ; Personnel training ; Privacy-preserving techniques ; Supervised learning

Ergonomics and Human Factors Engineering:461.4 ; Telecommunication; Radar, Radio and Television:716 ; Information Theory and Signal Processing:716.1 ; Telephone Systems and Related Technologies; Line Communications:718 ; Data Processing and Image Processing:723.2 ; Artificial Intelligence:723.4 ; Information Sources and Analysis:903.1 ; Industrial Economics:911.2 ; Personnel:912.4

IEEE

1.Guangdong Provincial Key Laboratory of Brain-inspired Intelligent Computation, Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China, and also with the Faculty of Engineering and Information Technology, University of Technology Sydney, Australia.
2.Guangdong Provincial Key Laboratory of Brain-inspired Intelligent Computation, Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China.
3.Faculty of Engineering and Information Technology, University of Technology Sydney, Australia.

Zhang，Chenhan,Zhu，Yuanshao,Markos，Christos,et al. Toward Crowdsourced Transportation Mode Identification: A Semisupervised Federated Learning Approach[J]. IEEE Internet of Things Journal,2022,9(14):11868-11882.

Zhang，Chenhan,Zhu，Yuanshao,Markos，Christos,Yu，Shui,&Yu，James J.Q..(2022).Toward Crowdsourced Transportation Mode Identification: A Semisupervised Federated Learning Approach.IEEE Internet of Things Journal,9(14),11868-11882.

Zhang，Chenhan,et al."Toward Crowdsourced Transportation Mode Identification: A Semisupervised Federated Learning Approach".IEEE Internet of Things Journal 9.14(2022):11868-11882.