基本介紹
- 中文名：郭偉立
- 出生日期：1987年5月
- 學位/學歷：博士
- 職業：教師
- 任職院校：南京理工大學
個人經歷,學術成果,
個人經歷
工作經歷
2018.10至今，南京理工大學計算機科學與工程學院，副教授拳充想
2016.12-2017.12，習擔重新加坡南洋理工大學計算機科學與工程學院，博士後
2015.05-2018.10，東南大學儀器科學與工程學院，博士後
教育經歷
2010.03-2014.12，東南大學自動化學院，博士
2007.09-2009.12，南京農業大學理學院，碩士
2003.09-2007.07，山東建築大學理學院，學士
社會、學會及學術兼職
學術成果
科研項目
前饋型深度神經網路的奇異學習及算法研究，2020.01-2022.12，國家自然科學基金青年科學基金，主持
前饋型深度神經頌廈嚷龍網路的奇異學習研究，2019.07-2022.06，江蘇省自然科學基金青年科學基金，主持
前饋神經網路的腿趨試奇異學習動態及凳兵喇改進算法研究. 江蘇省博士後科研資助計畫A類資助. 2015年05月-2017年05月. 主持
發表論文
[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. （機器學習頂刊，CCF A類期刊）
[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. （中科院一區）
[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]郭偉立，魏海坤，趙軍聖，張侃健.多艱立層感知器模型互反奇異性區域學恥巴漏汽習動態的理論分析. 控制理論與套用. 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.
[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]郭偉立，魏海坤，趙軍聖，張侃健.多層感知器模型互反奇異性區域學習動態的理論分析. 控制理論與套用. 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.
