Applications

Feature Extraction (1 paper)

W. Lin, J. Huang, C. Suen, L. Yang, "A Feature Extraction Model based on Discriminative Graph Signals", Expert Systems with Applications, Volume 139, January 2021.

Forecasting (9 papers)

A. Einizade, F. Malliaros, J. Giraldo, “Continuous Product Graph Neural Networks”, Preprint, May 2024.

A. Einizade, F. Malliaros, J. Giraldo, “Spatiotemporal Forecasting Meets Efficiency: Causal Graph Process Neural Networks”, Preprint, May 2024.

Z. Li, J. Yu, G. Zhang, L. Xu, “Dynamic spatiotemporal graph network with adaptive propagation mechanism for multivariate time series forecasting", Expert Systems with Applications, Volume 216, page 119374, 2023.

W. Zhang, K. Zhu, S. Zhang, Q. Chen,  J. Xu, “Dynamic graph convolutional networks based on spatiotemporal data embedding for traffic flow forecasting ", Knowledge-Based Systems, page  109028, 2022.

F. Zhou, Q. Yang, T. Zhong, D. Chen, N. Zhang, “Variational graph neural networks for road traffic prediction in intelligent transportation systems", IEEE Transactions on Industrial Informatics, Volume 17, No. 4, page 2802–2812, 2020.

K. Tian, J. Guo, K. Yen, C. Xu, "ST-MGAT: Spatial-Temporal Multi-Head Graph Attention Networks for Traffic Forecasting", IEEE International Conference on Tools with Artificial Intelligence, ICTAI 2020, 2020.

J. Wang, Q. Chen H. Gong, "STMAG: A spatial–temporal mixed attention graph-based convolution model for multi-data flow safety prediction", Information Sciences, 2020

Y. Wang, Y. Ma, Y. Wang, W. Jin, X. Wang,  J. Tang, "Traffic flow prediction via spatial temporal graph neural network", Web Conference, pages 1082–1092, 2020.

L. Bai L. Yao, C. Li, X. Wang, C. Wang, "Adaptive graph convolutional recurrent network for traffic forecasting", Conference on Neural Information Processing Systems, NeurIPS 2020, 2020.

Transportation Networks  (1 paper)

T. Liu, A. Jiang, X. Miao, Y. Tang, Y. Zhu, H. Kwan, “Graph-based dynamic modeling and traffic prediction of urban road network", IEEE Sensors Journal, Volume 21, No. 24, pages 118-130, 2021.

Ecology (1 paper)

J. Jin, J. Zhang, J. Tang, S. Liang, Z. Qu, "Spatio-Temporal Data Mining with Information Integrity Protection: Graph Signal Based Air Quality Prediction”,  IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2024, Seoul, South Korea, pages 5190-5194, 2024.