Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction

Huaxiu Yao, Xianfeng Tang, Hua Wei, +2

Proceedings of the AAAI Conference on Artificial Intelligence

Transport Network AnalysisIntelligent Traffic ManagementTraffic TheorySpatiotemporal DiagnosticsMachine Learning +13

DRN

Guanjie Zheng, Fuzheng Zhang, Zihan Zheng, +4

Artificial IntelligenceNatural Language ProcessingEngineeringInformation RetrievalMachine Learning +10

IntelliLight

Hua Wei, Guanjie Zheng, Huaxiu Yao, +1

Artificial IntelligenceIntelligent Traffic ManagementEngineeringMachine LearningDeep Reinforcement Learning +9

Toward A Thousand Lights: Decentralized Deep Reinforcement Learning for Large-Scale Traffic Signal Control

Chacha Chen, Hua Wei, Nan Xu, +5

Proceedings of the AAAI Conference on Artificial Intelligence

Artificial IntelligenceIntelligent Traffic ManagementRl ModelsReinforcement Learning (Computer Engineering)Thousand Lights +13

PressLight

Hua Wei, Chacha Chen, Guanjie Zheng, +4

Artificial IntelligenceIntelligent Traffic ManagementEngineeringMachine LearningTraffic Prediction +8

Recent Advances in Reinforcement Learning for Traffic Signal Control

Hua Wei, Guanjie Zheng, Vikash V. Gayah, +1

ACM SIGKDD Explorations Newsletter

Intelligent Traffic ManagementEngineeringMachine LearningTraffic PredictionSystems Engineering +7

A Survey on Traffic Signal Control Methods

Hua Wei, Guanjie Zheng, Vikash V. Gayah, +1

arXiv (Cornell University)

Artificial IntelligenceIntelligent Traffic ManagementEngineeringMachine LearningData Science +10

MetaLight: Value-Based Meta-Reinforcement Learning for Traffic Signal Control

Xinshi Zang, Huaxiu Yao, Guanjie Zheng, +3

Proceedings of the AAAI Conference on Artificial Intelligence

Artificial IntelligenceClassical Transportation ProblemIntelligent Traffic ManagementEngineeringMachine Learning +9

Modeling Spatial-Temporal Dynamics for Traffic Prediction.

Huaxiu Yao, Xianfeng Tang, Hua Wei, +3

arXiv (Cornell University)

Temporal DependenciesStrong PeriodicityIntelligent Traffic ManagementEngineeringMachine Learning +13

Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction

Huaxiu Yao, Xianfeng Tang, Hua Wei, +2

arXiv (Cornell University)

Transport Network AnalysisIntelligent Traffic ManagementTraffic TheorySpatiotemporal DiagnosticsMachine Learning +12