Search Results for author: Weilong Ding

Found 4 papers, 0 papers with code

STDA-Meta: A Meta-Learning Framework for Few-Shot Traffic Prediction

no code implementations31 Oct 2023 Maoxiang Sun, Weilong Ding, Tianpu Zhang, Zijian Liu, Mengda Xing

As the development of cities, traffic congestion becomes an increasingly pressing issue, and traffic prediction is a classic method to relieve that issue.

Domain Adaptation Few-Shot Learning +3

Attention-based Dynamic Graph Convolutional Recurrent Neural Network for Traffic Flow Prediction in Highway Transportation

no code implementations13 Sep 2023 Tianpu Zhang, Weilong Ding, Mengda Xing

As one of the important tools for spatial feature extraction, graph convolution has been applied in a wide range of fields such as traffic flow prediction.

Phased Deep Spatio-temporal Learning for Highway Traffic Volume Prediction

no code implementations11 Aug 2023 Weilong Ding, Tianpu Zhang, Zhe Wang

Inter-city highway transportation is significant for citizens' modern urban life and generates heterogeneous sensory data with spatio-temporal characteristics.

Multi-graph Spatio-temporal Graph Convolutional Network for Traffic Flow Prediction

no code implementations10 Aug 2023 Weilong Ding, Tianpu Zhang, Jianwu Wang, Zhuofeng Zhao

In our method, data normalization strategy is used to deal with data imbalance, due to long-tail distribution of traffic flow at network-wide toll stations.

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