Welcome to Felix's Homepage

Felix, Yang Lou   Ph.D., SMIEEE

Assistant Professor
H&J Youth Chair Professor (華仁青年講座教授)
Department of Computer Science
National Yang Ming Chiao Tung University (NYCU)
Taiwan

[Profile] I am an Assistant Professor (H&J Youth Chair Professor) at the Department of Computer Science, National Yang Ming Chiao Tung University (NYCU), Taiwan. I received the Ph.D. degree from the Department of Electrical Engineering, City University of Hong Kong, Hong Kong, in 2017, under the supervision of Professor Shiu Yin Yuen. I was a Postdoctoral Research Fellow at the Centre for Complexity and Complex Networks and the Department of Electrical Engineering, City University of Hong Kong, from 2017 to 2021, under the supervision of Professor Guanrong Chen (IEEE Life Fellow), and a Research Assistant Professor at the Department of Computing and Decision Sciences, Lingnan University, Hong Kong, from 2021 to 2022. From 2022 to 2023, I worked as a Specially Appointed Researcher, with Professor Hideyuki Shimonishi and Professor Masayuki Murata, at the Graduate School of Information Science and Technology, Osaka University, Japan. My current research interests include Network Science, Machine Learning, Graph Learning, and Evolutionary Computation.

[Join Us!] I am looking for self-motivated Ph.D. and M.Sc. students, who are interested in utilizing Graph Learning, Large Language Model, Evolutionary Computing and other computational methods to solve meaningful problems in Network Systems. Please don't hesitate to email me via yanglou[at]cs.nycu.edu.tw.


[Selected Publications]

  1. 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, doi:10.1109/TNNLS.2023.3269753 (2023) [Impact Factor = 10.4]
  2. 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, vol. 53, no. 7, pp. 4531-4544; doi:10.1109/TCYB.2022.3207878 (2023) [Impact Factor = 11.8]
  3. Y. Lou, L. Wang, and G. Chen, "Structural Robustness of Complex Networks: A Survey of A Posteriori Measures," IEEE Circuits and Systems Magazine, vol. 23, no. 1, pp. 12-35; doi:10.1109/MCAS.2023.3236659 (2023) [Impact Factor = 6.9]
  4. Y. Lou, Y. He, L. Wang, and G. Chen, "Predicting Network Controllability Robustness: A Convolutional Neural Network Approach," IEEE Transactions on Cybernetics, vol. 52, no. 5, pp. 4052-4063; doi:10.1109/TCYB.2020.3013251 (2022) [Impact Factor = 11.8]
  5. 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, vol. 33, no. 10, pp. 5739-5750; doi:10.1109/TNNLS.2021.3071367 (2022) [Impact Factor = 10.4]
  6. Y. Lou, S.Y. Yuen, and G. Chen, "Non-revisiting Stochastic Search Revisited: Results, Perspectives, and Future Directions," Swarm and Evolutionary Computation, vol. 61, 100828; doi:10.1016/j.swevo.2020.100828 (2021) [Impact Factor = 10.0]

[Academic Services]

  • Associate Editor: Journal of Automation and Intelligence [Info]
  • Academic Editor: PLOS Complex Systems [Info]
  • Guest Editor: Chaos: An Interdisciplinary Journal of Nonlinear Science [CFP]; Discover Applied Sciences; Axioms; Algorithms

    Contact

    • Email: yanglou[at]cs.nycu.edu.tw
    • Tel: +886-03-5712121#56613
    • Lab: ES721, Microelectronics and Information Systems Research Center
    • Office: EC332A, Engineering Building 3
    • No. 1001 University Road, East District, Hsinchu 300, Taiwan

    https://orcid.org/0000-0002-8839-8898 ORCID https://scholar.google.com/citations?user=MhN74UwAAAAJ&hl=en Google Scholar https://scholar.nycu.edu.tw/en/persons/yang-lou NYCU Scholar