Exploring foci of
2025-05-24
Data Science in Transportation Networks with Graph Neural Networks: A Review and Outlook
2025-05-24 • Jiawei Xue, Ruichen Tan, Jianzhu Ma, Satish V. Ukkusuri
Abstract Data science in transportation networks (DSTNs) refers to using diverse types of spatio-temporal data for various transportation tasks, including pattern analysis, traffic prediction, and traffic controls. Graph neural networks (GNNs) are essential in many DSTN problems due to their capability to represent spatial correlations between entities. Between 2016 and 2024, the notable applications of GNNs in DSTNs have extended to multiple fields, such as traffic prediction and operation. However, existing revi…
Analog Science Fiction And Fact
Computer Data Storage
Norwegian University Of Science And Technology
Indian Institute Of Science
Tokenization (Data Security)
Cataloging (Library Science)
Penal Transportation
Chips And Science Act
Data Fusion
Exploring foci of
2025-01-28
Data Mining in Transportation Networks with Graph Neural Networks: A Review and Outlook
2025-01-28 • Jiawei Xue, Ruichen Tan, Jianzhu Ma, Satish V. Ukkusuri
Data mining in transportation networks (DMTNs) refers to using diverse types of spatio-temporal data for various transportation tasks, including pattern analysis, traffic prediction, and traffic controls. Graph neural networks (GNNs) are essential in many DMTN problems due to their capability to represent spatial correlations between entities. Between 2016 and 2024, the notable applications of GNNs in DMTNs have extended to multiple fields such as traffic prediction and operation. However, existing reviews have pr…
Computer Data Storage
Tokenization (Data Security)
Mining Engineering
Penal Transportation
Data Fusion
Lime (Transportation Company)
Via Transportation
Erwin Data Modeler
Digimon Data Squad
Exploring foci of
2024-01-30
Review and Perspectives on Human Emotion for Connected Automated Vehicles
2024-01-30 • Wenbo Li, Guofa Li, Ruichen Tan, Cong Wang, Zemin Sun, Ying Li, Gang Guo, Dongpu Cao, Keqiang Li
Abstract The progression toward automated driving and the latest advancement in vehicular networking have led to novel and natural human-vehicle-road systems, in which affective human-vehicle interaction is a crucial factor affecting the acceptance, safety, comfort, and traffic efficiency of connected and automated vehicles (CAVs). This development has inspired increasing interest in how to develop affective interaction framework for intelligent cockpit in CAVs. To enable affective human-vehicle interactions in CA…
The Human Stain (Film)
Physical Review
Human Brain
The Human Fear
Theory Of Basic Human Values
Human Nose
United Nations Commission On Human Rights
Human, All Too Human
Human Development Report
Exploring foci of
2022-01-01
Scripts
2022-01-01 • Wenbo Li, Gang Guo, Ruichen Tan, Yang Xing, Guofa Li, Shen Li, Guanzhong Zeng, Peizhi Wang, Bingbing Zhang, Xinyu Su, Dawei Pi, Dongpu Cao
The preprocessing and main analysis codes (Python scripts) are summarized in this directory. All results in the technical verification section can be copied using these scripts. For more details, please read the instructions in the README.md file.
Scripting Language
Computer Science
Programming Language
The Dancers At The End Of Time
Hope Ii
The Ninth Wave
The Bureaucrats (1936 Film)
Main Page
The False Mirror
Exploring foci of
2022-01-01
Body_gesture_data
2022-01-01 • Wenbo Li, Gang Guo, Ruichen Tan, Yang Xing, Guofa Li, Shen Li, Guanzhong Zeng, Peizhi Wang, Bingbing Zhang, Xinyu Su, Dawei Pi, Dongpu Cao
40 sub-folders are further divided in this directory, each sub-folder contains the data of body gesture per participant. These sub-folders were named after the participant ID and include multiple MP4 files. Each MP4 files file corresponds to valid emotional driving. The body gesture data of a participant’s emotional driving record is shown in the Fig.5.
Artificial Intelligence
Computer Science
Gesture
The Dancers At The End Of Time
Hope Ii
The Ninth Wave
The Bureaucrats (1936 Film)
Main Page
The False Mirror