Traffic Flow Prediction With Big Data: A Deep Learning Approach

Yisheng Lv, Yanjie Duan, Wenwen Kang, +2

IEEE Transactions on Intelligent Transportation Systems

Convolutional Neural NetworkEngineeringMachine LearningTraffic FlowBig Data Analytics +15

Generative adversarial networks: introduction and outlook

Kunfeng Wang, Chao Gou, Yanjie Duan, +3

IEEE/CAA Journal of Automatica Sinica

Artificial IntelligenceEngineeringMachine LearningData ScienceGenerative Adversarial Network +11

Travel time prediction with LSTM neural network

Yanjie Duan, Yisheng L.V., Fei‐Yue Wang

Lstm Neural NetworkTravel Time PredictionEngineeringMachine LearningData Science +10

An efficient realization of deep learning for traffic data imputation

Yanjie Duan, Yisheng Lv, Yuliang Liu, +1

Transportation Research Part C Emerging Technologies

Intelligent Traffic ManagementEngineeringMachine LearningData ScienceTraffic Prediction +5

Social media based transportation research: the state of the work and the networking

Yisheng Lv, Yuanyuan Chen, Xiqiao Zhang, +2

IEEE/CAA Journal of Automatica Sinica

Social Data AnalysisTransport Network AnalysisEngineeringLocation-aware Social MediumCommunication +16

A deep learning based approach for traffic data imputation

Yanjie Duan, Yisheng Lv, Wenwen Kang, +1

Intelligent Traffic ManagementConvolutional Neural NetworkEngineeringMachine LearningData Science +9

Do RNN and LSTM have Long Memory?

Jingyu Zhao, Feiqing Huang, Jia Lv, +4

arXiv (Cornell University)

EngineeringMachine LearningSequential LearningRecurrent Neural NetworkSocial Sciences +14

Performance evaluation of the deep learning approach for traffic flow prediction at different times

Yanjie Duan, Yisheng Lv, Fei‐Yue Wang

Intelligent Traffic ManagementNetwork FlowsDeep Neural NetworksMachine LearningData Science +13

Managing Emergency Traffic Evacuation With a Partially Random Destination Allocation Strategy: A Computational-Experiment-Based Optimization Approach

Yisheng Lv, Xiqiao Zhang, Wenwen Kang, +1

IEEE Transactions on Intelligent Transportation Systems

Transport Network AnalysisEngineeringEmergency ManagementEvacuation ManagementOperations Research +19

Synergetic Learning of Heterogeneous Temporal Sequences for Multi-Horizon Probabilistic Forecasting

Long-yuan Li, Jihai Zhang, Junchi Yan, +4

Proceedings of the AAAI Conference on Artificial Intelligence

Structured PredictionForecasting MethodologyEngineeringMachine LearningSequential Learning +18