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Yang Lou Ph.D.

Email: ylou[at]hiroshima-u[dot]ac[dot]jp

[个人简介]

楼洋, 博士, IEEE 高级会员, 英国高等教育学院会士 (FHEA), 现任日本广岛大学副教授. 于 2017 年获香港城市大学电机工程系博士学位. 2017 至 2025 年曾在香港城市大学、香港岭南大学、日本大阪大学及台湾阳明交通大学从事科研与教学工作. 在阳明交通大学期间, 他先后担任助理教授、副教授, 并获聘为青年讲座教授. 楼洋博士的研究方向包括网络科学与工程、图学习、机器学习与优化方法, 聚焦于复杂系统中图智能技术的理论建模与实际应用. 已在 IEEE Comput. Intell. Mag., IEEE Circ. Syst. Mag., IEEE Trans. Cybern., IEEE Trans. Neural. Netw. Learn. Syst., IEEE Trans. Circuits Syst. I/II, IEEE Trans. Netw. Sci. Eng. 等国际权威期刊, 以及 ICLR , GECCO , IJCNN 等顶级或旗舰会议上发表论文 50 余篇. Google Scholar H-index 指数为 21 .

[工作经历]

2025年至今, 广岛大学, 副教授
2023–2025年, 国立阳明交通大学, 副教授
2022–2023年, 大阪大学, 研究员
2021–2022年, 岭南大学, (研究)助理教授
2017–2021年, 香港城市大学, 博士后研究员/研究员

[代表论文]

Y. Lou*, C. Wu, L. Chen, W. Huang, L. Zhou, L. Wang, and G. Chen, "Exploring the Potential for Enhancing Structural Robustness of Complex Networks,"
IEEE Computational Intelligence Magazine,
doi:10.1109/MCI.2025.3599463 (2025)
C. Wu, Y. Lou*, J. Li, L. Wang, S. Xie, and G. Chen, "A Multitask Network Robustness Analysis System Based on the Graph Isomorphism Network,"
IEEE Transactions on Cybernetics,
54 (11): 6630–6642; doi:10.1109/TCYB.2024.3422430 (2024) [OA]
Y. Lou*, C. Wu, J. Li, L. Wang, and G. Chen, "Network Robustness Prediction: Influence of Training Data Distributions,"
IEEE Transactions on Neural Networks and Learning Systems,
35 (10): 13496–13507; doi:10.1109/TNNLS.2023.3269753 (2024)
Y. Lou*, R. Wu, J. Li, L. Wang, X. Li, and G. Chen, "A Learning Convolutional Neural Network Approach for Network Robustness Prediction,"
IEEE Transactions on Cybernetics,
53 (7): 4531–4544; doi:10.1109/TCYB.2022.3207878 (2023)
Y. Lou*, L. Wang, and G. Chen, "Structural Robustness of Complex Networks: A Survey of A Posteriori Measures,"
IEEE Circuits and Systems Magazine,
23 (1): 12–35; doi:10.1109/MCAS.2023.3236659 (2023)
Y. Lou, Y. He, L. Wang, and G. Chen, "Predicting Network Controllability Robustness: A Convolutional Neural Network Approach,"
IEEE Transactions on Cybernetics,
52 (5): 4052–4063; doi:10.1109/TCYB.2020.3013251 (2022)
[Impact Factor = 9.4]
Y. Lou, Y. He, L. Wang, K.F. Tsang, and G. Chen, "Knowledge-Based Prediction of Network Controllability Robustness,"
IEEE Transactions on Neural Networks and Learning Systems,
33 (10): 5739–5750; doi:10.1109/TNNLS.2021.3071367 (2022)

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