Few-Shot traffic prediction based on transferring prior knowledge from local network

Author:

Yu Lin12ORCID,Guo Fangce2,Sivakumar Aruna2,Jian Sisi1ORCID

Affiliation:

1. Department of Civil and Environmental Engineering, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong SAR

2. Urban Systems Lab, Centre for Transport Studies, Department of Civil and Environmental Engineering, Imperial College London, London, United Kingdom

Publisher

Informa UK Limited

Subject

Transportation,Modeling and Simulation,Software

Reference38 articles.

1. Ahmed Mohammed S and Allen R Cook. 1979. Analysis of Freeway Traffic Time-Series Data by Using Box-Jenkins Techniques .

2. Bruna Joan Wojciech Zaremba Arthur Szlam and Yann LeCun. 2013. “Spectral Networks and Locally Connected Networks on Graphs.” arXiv preprint arXiv:1312. 6203.

3. Dynamic traffic prediction for insufficient data roadways via automatic control theories

4. Attribute-Aware Recommender System Based on Collaborative Filtering: Survey and Classification

5. Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering;Defferrard Michaël;Advances in Neural Information Processing Systems,2016

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1. Predicting spatio-temporal traffic flow: a comprehensive end-to-end approach from surveillance cameras;Transportmetrica B: Transport Dynamics;2024-07-22

2. TS-STNN: Spatial-temporal neural network based on tree structure for traffic flow prediction;Transportation Research Part E: Logistics and Transportation Review;2023-09

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