复杂网络的控制和优化

机器学习

图神经网络

2019年9月至今   必赢76net线路(中国)科技有限公司，青年副研究员

2018年7月-2019年8月    新加坡资讯通信研究院，研究员I级

2018年6月   新加坡南洋理工大学，博士

2012年6月   哈尔滨工程大学，本科

J. Ding, C. Wen , G. Li et al.  “Target Controllability in Multilayer Networks via Minimum-Cost Maximum-Flow Method", IEEE Trans. on Neural Networks and Learning Systems,  DOI: 10.1109/TNNLS.2020.2995596, 2020.

J. Ding, C. Wen, G. Li,  X. Yang and T. Hu, “Sparsity-inspired optimal topology control of complex networks", IEEE Trans. on Network Science and Engineering, DOI: 10.1109/TNSE.2019.2954893，2019.

J. Ding, C. Wen, G. Li and Z. Chen, “Key node selection in controlling complex networks via convex optimization”, IEEE Trans. on Cybernetics,  DOI: 10.1109/TCYB.2018.2888953, 2019.

G. Li*, J. Ding*, C. Wen and J. Huang, “Minimum cost control of directed networks with selectable control inputs”, IEEE Trans. on Cybernetics,   49(12)， 4431 - 4440， 2019. (*contributed equally)

G. Li*, J. Ding*, C. Wen, L. Wang and F. Guo, “Controlling directed networks with evolving topologies”, IEEE Trans. on Control of Network Systems,  6(1)， 176 - 190, 2018. (*contributed equally)

J. Ding, C. Wen and G. Li, “Key node selection in minimum cost control of complex networks”, Physica A: Statistical Mechanics and its Applications, 486, 251-261, 2017.

J. Ding, C. Wen and G. Li, “Optimal control of weighted networks based on node connection strength”, The 27th IEEE International Symposium on Industrial Electronics, 2017.

J. Ding, C. Wen, G. Li and C. Chua, “Locality sensitive batch feature extraction for high-dimensional Data”, Neurocomputing, 171, 664-672, 2016.

G. Li, J. Ding, C. Wen and J. Pei, “Optimal control of complex networks based on matrix differentiation”, Europhysics Letters, 115(6), 68005, 2016.

G. Li, C. Wen, W. Wei, Y. Xu, J. Ding, G. Zhao and L. Shi, “Trace ratio criterion for feature extraction in classification”, Mathematical Problems in Engineering, 2014,

J. Ding, G. Li, C. Wen and C. Chua, “Min-max discriminant analysis based on gradient method for feature extraction”, 13th International Conference on Control, Automation, Robotics and Vision (ICARCV), Singapore,2014, 725204, 2014.