Dynamic and Multi-faceted Spatio-temporal Deep Learning for Traffic Speed Forecasting

Liangzhe Han, Bowen Du, Leilei Sun, +3

Intelligent Traffic ManagementGraph Neural NetworkSpatiotemporal DiagnosticsMachine LearningData Science +13

Deep spatio-temporal graph convolutional network for traffic accident prediction

Le Yu, Bowen Du, Xiao Hu, +3

Neurocomputing

Graph Neural NetworkEngineeringMachine LearningGraph TheoryData Science +5

Generic Dynamic Graph Convolutional Network for traffic flow forecasting

Yi Xu, Liangzhe Han, Tongyu Zhu, +3

Information Fusion

Network FlowsEngineeringGraph TheoryData ScienceTraffic Flow Forecasting +4

Landslide susceptibility prediction based on image semantic segmentation

Bowen Du, Zirong Zhao, Xiao Hu, +4

Computers & Geosciences

Rock SlideImage AnalysisMachine VisionEngineeringPattern Recognition +7

Positive mood-related gut microbiota in a long-term closed environment: a multiomics study based on the “Lunar Palace 365” experiment

Zikai Hao, Meng Chen, Leyuan Li, +8

Microbiome

Continuous-Time and Multi-Level Graph Representation Learning for Origin-Destination Demand Prediction

Liangzhe Han, Xiaojian Ma, Leilei Sun, +4

Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining

Graph Representation LearningMachine LearningEngineeringNetwork AnalysisGraph Signal Processing +18

Multi-Semantic Path Representation Learning for Travel Time Estimation

Liangzhe Han, Bowen Du, Jingjing Lin, +3

IEEE Transactions on Intelligent Transportation Systems

Artificial IntelligenceRoute ChoiceEuclidean SpaceTransport Network AnalysisEngineering +13

Dynamic Graph Learning Based on Hierarchical Memory for Origin-Destination Demand Prediction

Rui-Xing Zhang, Liangzhe Han, Boyi Liu, +2

Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence

EngineeringMachine LearningNetwork AnalysisGraph Signal ProcessingSpatiotemporal Database +20

Temporal-aware structure-semantic-coupled graph network for traffic forecasting

Mao Chen, Liangzhe Han, Yi Xu, +3

Information Fusion

Continuous-Time and Discrete-Time Representation Learning for Origin-Destination Demand Prediction

Yi Xu, Liangzhe Han, Tongyu Zhu, +3

IEEE Transactions on Intelligent Transportation Systems