Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting

Shengnan Guo, Youfang Lin, Ning Feng, +2

Proceedings of the AAAI Conference on Artificial Intelligence

Graph ConvolutionsMachine LearningEngineeringTraffic FlowNetwork Analysis +15

Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting

Chao Song, Youfang Lin, Shengnan Guo, +1

Proceedings of the AAAI Conference on Artificial Intelligence

EngineeringNetwork AnalysisGraph Signal ProcessingSpatiotemporal DatabaseSocial Sciences +19

Learning Dynamics and Heterogeneity of Spatial-Temporal Graph Data for Traffic Forecasting

Shengnan Guo, Youfang Lin, Huaiyu Wan, +2

IEEE Transactions on Knowledge and Data Engineering

Deep Spatial–Temporal 3D Convolutional Neural Networks for Traffic Data Forecasting

Shengnan Guo, Youfang Lin, Shijie Li, +2

IEEE Transactions on Intelligent Transportation Systems

Novel RecalibrationGeometric LearningConvolutional Neural NetworkForecasting MethodologySpatiotemporal Diagnostics +13

Pre-training Context and Time Aware Location Embeddings from Spatial-Temporal Trajectories for User Next Location Prediction

Yan Lin, Huaiyu Wan, Shengnan Guo, +1

Proceedings of the AAAI Conference on Artificial Intelligence

Pre-training ContextEngineeringMachine LearningLocation-aware Social MediumMultilingual Pretraining +15

CTS-LSTM: LSTM-based neural networks for correlatedtime series prediction

Huaiyu Wan, Shengnan Guo, Kang Yin, +2

Knowledge-Based Systems

EngineeringMachine LearningData SciencePredictive AnalyticsTemporal Pattern Recognition +5

GSNet: Learning Spatial-Temporal Correlations from Geographical and Semantic Aspects for Traffic Accident Risk Forecasting

Beibei Wang, Youfang Lin, Shengnan Guo, +1

Proceedings of the AAAI Conference on Artificial Intelligence

EngineeringMachine LearningData ScienceSpatiotemporal DatabaseTraffic Accident +13

Package Pick-up Route Prediction via Modeling Couriers’ Spatial-Temporal Behaviors

Haomin Wen, Youfang Lin, Fan Wu, +5

Artificial IntelligencePick-up Route PredictionEngineeringMachine LearningPackage Location +15

Pre-Training Time-Aware Location Embeddings from Spatial-Temporal Trajectories

Huaiyu Wan, Yan Lin, Shengnan Guo, +1

IEEE Transactions on Knowledge and Data Engineering

EngineeringMachine LearningLocalizationSpatiotemporal DatabaseTime-aware Location Embedding +14

DeepRoute+: Modeling Couriers’ Spatial-temporal Behaviors and Decision Preferences for Package Pick-up Route Prediction

Haomin Wen, Youfang Lin, Huaiyu Wan, +5

ACM Transactions on Intelligent Systems and Technology

Logistics ProcessesTransport Network AnalysisEngineeringPackage LocationLogistics Optimization +21