Felix's Publication List

In Press

  1. [P1] Yang Lou, Chengpei Wu, Junli Li, Lin Wang, and Guanrong Chen
    "Network Robustness Prediction: Influence of Training Data Distributions"
    IEEE Transactions on Neural Networks and Learning Systems
    doi:10.1109/TNNLS.2023.3269753 (2023)
    [Link] [SI]
  2. [P2] Chengpei Wu, Yang Lou, and Junli Li
    "Pyramid Pooling-Based Local Profiles for Graph Classification"
    IEEE International Conference on Systems, Man, and Cybernetics (SMC)
    October 1-4, 2023, Maui, Hawaii, USA. (2023)
  3. [P3] Chengpei Wu, Yang Lou, Lin Wang, Junli Li, and Guanrong Chen
    "SPP-CNN: An Efficient Framework for Network Robustness Prediction"
    Submitted to IEEE
    arXiv: 2305.07872 (2023)

    2023

  1. [J28] Yang Lou, Ruizi Wu, Junli Li, Lin Wang, Xiang Li, and Guanrong 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)
    [Link/Pdf] [Python]
  2. [J27] Yang Lou, Lin Wang, and Guanrong 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)
    [Link]
  3. [J26] Yang Lou, Ruizi Wu, Junli Li, Lin Wang, Changbing Tang, and Guanrong Chen
    "Classification-Based Prediction of Network Connectivity Robustness"
    Neural Networks
    vol. 157, pp. 136-146; doi:10.1016/j.neunet.2022.10.013 (2023)
    [Link]
  4. [J25] Yang Lou, Lin Wang, Shengli Xie, and Guanrong Chen
    "Approximating the Controllability Robustness of Directed Random-Graph Networks Against Random Edge-Removal Attacks"
    International Journal of Control Automation and Systems
    vol. 21, no. 2, pp. 136-146; doi:10.1007/s12555-021-0831-4 (2023)
    [Link]
  5. [J24] Xiaoling Wang, Tianhang Ming, Yang Lou, and Lin Wang
    "Interval Observer Based Control via Event-Triggered Scheme: From Single Harmonic Oscillator to the Coupled Ones"
    International Journal of System Control and Information Processing
    vol. 4, no. 1, pp. 68-90; doi:10.1504/IJSCIP.2022.129583 (2023)
    [Link]
  6. [C10] Yu Liu, Mingbo Zhao, Zhao Zhang, Jicong Fan, Yang Lou, Shuicheng Yan
    "Arbitrary Virtual Try-on Network: Characteristics Representation and Trade-off Between Body and Clothing"
    In Proceedings of International Conference on Learning Representations (ICLR)
    Kigali Rwanda (2023)
    [Link]

    2022

  7. [J23] Yang Lou, Yaodong He, Lin Wang, and Guanrong 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)
    [Link] [Python] [SI]
  8. [J22] Yang Lou, Yaodong He, Lin Wang, Kim Fung Tsang, and Guanrong 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)
    [Link] [Python] [SI]
  9. [J21] Yang Lou, Dong Yang, Lin Wang, Changbing Tang, and Guanrong Chen
    "Controllability Robustness of Henneberg-growth Complex Networks"
    IEEE Access
    10: 5103-5114; doi:10.1109/ACCESS.2022.3141011 (2022)
    [Link]
  10. [J20] Yang Lou, Junli Li, Sheng Li, and Hao Deng
    "Recent Progress in Controllability Robustness of Complex Networks"
    Acta Automatica Sinica
    vol. 48, no. 10, pp. 2374-2391; doi:10.16383/j.aas.c200916 (2022) (in Chinese)
    [Link]
  11. [C9] Chengpei Wu, Yang Lou, Ruizi Wu, Wenwen Liu, and Junli Li
    "CNN-based Prediction of Network Robustness With Missing Edges"
    In Proceedings of International Joint Conference on Neural Networks (IJCNN)
    Padua, Italy, doi:10.1109/IJCNN55064.2022.9892188 (2022)
    [Link]

    2021

  12. [J19] Yang Lou, Ruizi Wu, Junli Li, Lin Wang, and Guanrong Chen
    "A Convolutional Neural Network Approach to Predicting Network Connectedness Robustness"
    IEEE Transactions on Network Science and Engineering
    vol. 8, no. 4, 3209-3219; doi:10.1109/TNSE.2021.3107186 (2021)
    [Link]
  13. [J18] Yang Lou, Shiu Yin Yuen, and Guanrong 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)
    [Link]
  14. [J17] Yang Lou, Lin Wang, and Guanrong Chen
    "A Framework of Hierarchical Attacks to Network Controllability"
    Communications in Nonlinear Science and Numerical Simulation
    vol. 98: 105780; doi:10.1016/j.cnsns.2021.105780 (2021)
    [Link] [SI]
  15. [J16] Yang Lou, Shengli Xie, and Guanrong Chen
    "Searching Better Rewiring Strategies and Objective Functions for Stronger Controllability Robustness"
    IEEE Transactions on Circuits and Systems II: Express Briefs
    vol. 68, no. 6, pp. 2112-2116; doi:10.1109/TCSII.2020.3047538 (2021)
    [Link]
  16. [J15] Dinghua Shi, Zhifeng Chen, Xiang Sun, Qinghua Chen, Chuang Ma, Yang Lou, and Guanrong Chen
    "Computing Cliques and Cavities in Networks"
    Communications Physics
    vol. 4, article number 249; doi:10.1038/s42005-021-00748-4 (2021)
    [Link]

    2020

  17. [J14] Yang Lou, Lin Wang, Kim Fung Tsang, and Guanrong Chen
    "Towards Optimal Robustness of Network Controllability: An Empirical Necessary Condition"
    IEEE Transactions on Circuits and Systems I: Regular Papers
    vol. 67, no. 9, pp. 3163-3174; doi:10.1109/TCSI.2020.2986215 (2020)
    [Link] [Matlab]
  18. [C8] Yang Lou, Yaodong He, Lin Wang, Kim Fung Tsang, and Guanrong Chen
    "Predicting the Robustness of Undirected Network Controllability"
    In Proceedings of 39th Chinese Control Conference (CCC)
    Shenyang, China, pp. 4550-4553; doi:10.23919/CCC50068.2020.9189097 (2020)
    [Link]

    2019

  19. [J13] Yang Lou, Lin Wang, and Guanrong Chen
    "Enhancing Controllability Robustness of q-Snapback Networks Through Re-directing Edges"
    Research
    vol. 2019, 7857534; doi:10.34133/2019/7857534 (2019)
    [Link/Pdf] [SI]
  20. [J12] Yang Lou and Shiu Yin Yuen
    "On Constructing Alternative Benchmark Suite for Evolutionary Algorithms"
    Swarm and Evolutionary Computation
    vol. 44, pp. 287-292; doi:10.1016/j.swevo.2018.04.005 (2019)
    [Link] [Matlab]
  21. [J11] Yang Lou, Lin Wang, and Guanrong Chen
    "Local Diversity-Stability of the q-Snapback Network Model"
    Physica A: Statistical Mechanics and its Applications
    vol. 536, 121020, doi:10.1016/j.physa.2019.04.256 (2019)
    [Link]
  22. [J10] Guanrong Chen, Yang Lou, and Lin Wang
    "A Comparative Study on Controllability Robustness of Complex Networks"
    IEEE Transactions on Circuits and Systems II: Express Briefs
    vol. 66, no. 5, pp. 828-832; doi:10.1109/TCSII.2019.2908435 (2019)
    [Link] [Matlab]
  23. [J9] Shiu Yin Yuen, Yang Lou, and Xin Zhang
    "Selecting Evolutionary Algorithms for Black Box Design Optimization Problems"
    Soft Computing
    vol. 23, no. 15, pp. 6511-6531; doi:10.1007/s00500-018-3302-y (2019)
    [Link/Pdf]
  24. [J8] Yaodong He, Shiu Yin Yuen, Yang Lou, and Xin Zhang
    "A Sequential Algorithm Portfolio Approach for Black Box Optimization"
    Swarm and Evolutionary Computation
    vol. 44, pp. 559-570; doi:10.1016/j.swevo.2018.07.001 (2019)
    [Link]
  25. [C7] Yang Lou, Shiu Yin Yuen, Guanrong Chen, and Xin Zhang
    "On-line Search History-assisted Restart Strategy for Covariance Matrix Adaptation Evolution Strategy"
    In Proceedings of the IEEE Congress on Evolutionary Computation (CEC)
    Wellington, New Zealand, pp. 3142-3149; doi:10.1109/CEC.2019.8790368 (2019)
    [Link/Pdf] [Matlab]
  26. [C6] Xin Zhang, Yang Lou, Shiu Yin Yuen, Zhou Wu, Yaodong He, and Xiu Zhang
    "Hybrid Artificial Bee Colony with Covariance Matrix Adaptation Evolution Strategy for Economic Load Dispatch"
    In Proceedings of the IEEE Congress on Evolutionary Computation (CEC)
    Wellington, New Zealand, pp. 204-209; doi:10.1109/CEC.2019.8790221 (2019)
  27. [Monograph#1] Guanrong Chen and Yang Lou
    Naming Game: Models, Simulations and Analysis
    Springer. (ISBN: 978-3-030-05242-3) (2019)
    [Link] [Matlab]
  28. [Book Chapter#1] Yang Lou, Shiu Yin Yuen, and Guanrong Chen
    "Evolving Benchmark Functions for Optimization Algorithms"
    In: From Parallel to Emergent Computing Editors: A. Adamatzky, S. Akl, G. Sirakoulis. Taylor & Francis Group (2019)
    [Link] [Matlab]

    2018

  29. [J7] Yang Lou, Lin Wang, and Guanrong Chen
    "Toward Stronger Robustness of Network Controllability: A Snapback Network Model"
    IEEE Transactions on Circuits and Systems I: Regular Papers
    vol. 65, no. 9, pp. 2983-2991; doi:10.1109/TCSI.2018.2821124 (2018)
    [Link/Pdf] [Matlab]
  30. [J6] Yang Lou, Guanrong Chen, Zhengping Fan, and Luna Xiang
    "Local Communities Obstruct Global Consensus: Naming Game on Multi-local-world Networks"
    Physica A: Statistical Mechanics and its Applications
    vol. 492, pp. 1741-1752; doi:10.1016/j.physa.2017.11.094 (2018)
    [Link] [Matlab] [SI]
  31. [J5] Yang Lou, Guanrong Chen, and Jianwei Hu
    "Communicating with Sentences: A Multi-Word Naming Game Model"
    Physica A: Statistical Mechanics and its Applications
    vol. 490, pp. 857-868; doi:10.1016/j.physa.2017.08.066 (2018)
    [Link] [Matlab] [SI]
  32. [J4] Jianfeng Zhou, Yang Lou, Guanrong Chen, and Wallace K.S. Tang
    "Multi-Language Naming Game"
    Physica A: Statistical Mechanics and its Applications
    vol. 496, pp. 620-634; doi:10.1016/j.physa.2017.12.124 (2018)
    [Link]
  33. [C5] Yang Lou, Shiu Yin Yuen, and Guanrong Chen
    "Evolving Benchmark Functions Using Kruskal-Wallis Test"
    In Proceedings of the Genetic and Evolutionary Computation Conference Companion (GECCO)
    Kyoto, Japan, pp. 1337-1341; doi:10.1145/3205651.3208257 (2018)
    [Link] [Matlab]
  34. [C4] Yaodong He, Shiu Yin Yuen, and Yang Lou
    "Exploratory Landscape Analysis Using Algorithm Based Sampling"
    In Proceedings of the Genetic and Evolutionary Computation Conference Companion (GECCO)
    Kyoto, Japan, pp. 211-212; doi:10.1145/3205651.3205660 (2018)
    [Link]

    2017

  35. [Ph.D. Thesis] Yang Lou
    Techniques for Improving Online and Offline History-assisted Evolutionary Algorithms
    Ph.D. Thesis, City University of Hong Kong,
    15 Sept 2017. (Supervisor: Dr. Shiu Yin Yuen)
    [Link]
  36. [C3] Yang Lou and Shiu Yin Yuen
    "A Sequential Learnable Evolutionary Algorithm with a Novel Knowledge Base Generation Method"
    In: Simulated Evolution and Learning (Proc. SEAL)
    Shenzhen, pp. 51-61 (2017)
    [Link]

    2016

  37. [J3] Yang Lou and Shiu Yin Yuen
    "Non-revisiting Genetic Algorithm with Adaptive Mutation Using Constant Memory"
    Memetic Computing
    vol. 8, no. 3, pp. 189-210; doi:10.1007/s12293-015-0178-6 (2016)
    [Link/Pdf] [Matlab]
  38. [J2] Shiu Yin Yuen, Chi Kin Chow, Xin Zhang, and Yang Lou,
    "Which Algorithm Should I Choose: An Evolutionary Algorithm Portfolio Approach,"
    Applied Soft Computing,
    vol. 40, pp. 654-673; doi:10.1016/j.asoc.2015.12.021 (2016)
    [Link]

    2015

  39. [J1] Yang Lou and Guanrong Chen
    "Analysis of the "Naming Game" with Learning Errors in Communications"
    Scientific Reports
    vol. 5, 12191; doi:10.1038/srep12191 (2015)
    [Link/Pdf] [Matlab] [SI]
  40. [C2] Yang Lou and Shiu Yin Yuen
    "Non-revisiting Genetic Algorithm with Constant Memory"
    In Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics
    Hong Kong, pp. 1714-1719 (2015)
    [Link]
  41. [C1] Shiu Yin Yuen, Xin Zhang, and Yang Lou
    "Sequential Learnable Evolutionary Algorithm: A Research Program"
    In Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics
    Hong Kong, pp. 2841-2848 (2015)
    [Link]