郭伟立 - 南京理工大学 - 计算机科学与工程学院

个人简介

工作经历 2018.10至今，南京理工大学计算机科学与工程学院，副教授 2016.12-2017.12，新加坡南洋理工大学计算机科学与工程学院，博士后 2015.05-2018.10，东南大学仪器科学与工程学院，博士后教育经历 2010.03-2014.12，东南大学自动化学院，博士 2007.09-2009.12，南京农业大学理学院，硕士 2003.09-2007.07，山东建筑大学理学院，学士

近期论文

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[1] Weili Guo, Haikun Wei, Yew-Soon Ong, Jaime Rubio Hervas, Junsheng Zhao, Hai Wang, Kanjian Zhang. Numerical analysis near singularities in RBF networks. Journal of Machine Learning Research, 2018, 19: 1-39. （机器学习顶刊，CCF A类期刊） [2] Weili Guo, Yew-Soon Ong, Yingjiang Zhou, Haikun Wei,Jaime Rubio Hervas, Aiguo Song. Fisher information matrix of unipolar activation function based multilayer perceptrons. IEEE Transactions on Cybernetics. 2019, 49(8): 3088-3098. （中科院一区） [3] Weili Guo, Junsheng Zhao, Jinxia Zhang, Haikun Wei, Aiguo Song, Kanjian Zhang. Stability analysis of opposite singularity in multilayer perceptrons. Neurocomputing. 2018, 282: 192-201. [4] Weili Guo, Haikun Wei, Junsheng Zhao, Kanjian Zhang. Theoretical and numerical analysis of learning dynamics near singularity in multilayer perceptrons. Neurocomputing. 2015, 151: 390-400. [5] Weili Guo, Haikun Wei, Junsheng Zhao, Kanjian Zhang. Averaged learning equations of error-function-based multilayer perceptrons. Neural Computing & Applications. 2014, 25(3-4): 825-832. [6]郭伟立，魏海坤，赵军圣，张侃健.多层感知器模型互反奇异性区域学习动态的理论分析. 控制理论与应用. 2014, 31(2): 140-147. [7] Weili Guo，HaikunWei，Tianhong Liu, Aiguo Song, Kanjian Zhang. An adaptive natural gradient method with adaptive step size in multilayer perceptrons. 2017 Chinese Automation Congress (CAC), 2017: 1593-1597. [8] Weili Guo, Haikun Wei, Junsheng Zhao, Weiling Li, Kanjian Zhang. Application of the Error Function in analyzing the learning dynamics near singularities of the multilayer perceptrons. Proceeding of the 31st Chinese Control Conference (CCC2012). 2012: 3240-3243. [9] Weili Guo, Haikun Wei, Junsheng Zhao, Kanjian Zhang. Numerical analysis of the RBF networks near singularities. Proceeding of the 32nd Chinese Control Conference (CCC2013). 2013: 3344-3347. [10] Junsheng Zhao, Haikun Wei, Weili Guo, Kanjian Zhang. Singularities in the identification of dynamic systems. Neurocomputing. 2014, 140: 339-344.