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    Chapter and Conference Paper

    Subgraph Federated Learning with Global Graph Reconstruction

    Missing cross-subgraph information is a unique problem in Subgraph Federated Learning (SFL) and severely affects the performance of the learned model. Existing cutting-edge methods typically allow clients to e...

    Zhi Liu, Hanlin Zhou, Feng **a, Guojiang Shen, Vidya Saikrishna in Web and Big Data (2024)

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    Chapter and Conference Paper

    Social Behavior-Aware Driving Intention Detection Using Spatio-Temporal Attention Network

    Driving intent detection represents a formidable challenge in the realm of intelligent transportation systems, as its accurate prediction is crucial for guaranteeing the safety and reliability of autonomous ve...

    Pengfei Li, Guojiang Shen, Qihong Pan, Zhi Liu in Big Data and Social Computing (2023)

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    Chapter and Conference Paper

    DeepTSW: An Urban Traffic Safety Warning Framework Based on Bayesian Deep Learning

    As a part of the smart city, urban traffic safety has always received strong attention. For urban traffic safety, previous work often relies on some additional features and machine learning models, mainly cons...

    Guojiang Shen, Lintao Guan, Jiajia Tan in Cyberspace Data and Intelligence, and Cybe… (2020)

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    Article

    Urban arterial traffic two-direction green wave intelligent coordination control technique and its application

    This paper presents a new two-direction green wave intelligent control strategy to solve the coordination control problem of urban arterial traffic. The whole control structure includes two layers — the coordi...

    **angjie Kong, Guojiang Shen, Feng **a in International Journal of Control, Automati… (2011)