張娜娜
女 計算機應用技術系 講師
個人簡介🍖：
2022年6月獲得武漢大學計算機科學與技術博士學位。自2022年8月起，在沐鸣注册擔任講師👨👩👧👧，從事人工智能🐁、軟件倉庫挖掘等方面的科研工作。目前已在國際知名期刊和國際重要會議上發表論文10余篇，授權國家發明專利1項，授權軟件著作權7項🐕🦺，參與國家自然科學基金項目3項。擔任Information Sciences🤲🏻🛍、IET Software🥷🏼、Neurocomputing等SCI期刊的審稿人🌶。
主要研究方向：
人工智能
軟件倉庫挖掘
進化計算
歡迎對該領域感興趣的同學加入團隊攻讀碩士
講授課程：
計算機網絡
主要論文研究成果🙇🏻♂️：
[1]Nana Zhang, Shi Ying, Kun Zhu, Dandan Zhu. Software defect prediction based on stacked sparse denoising autoencoders and enhanced extreme learning machine. IET Software, 2022, 16(1): 29–47. (CCF B類期刊)
[2]Nana Zhang, Shi Ying, Weiping Ding, Kun Zhu, Dandan Zhu. WGNCS: A robust hybrid cross-version defect model via multi-objective optimization and deep enhanced feature representation. Information Sciences, 2021, 570: 545–576. (SCI 1區🤽🏻♂️🧍🏻♂️，IF=8.233✖️，CCF B類期刊)
[3]Nana Zhang, Kun Zhu, Shi Ying, Xu Wang. Software defect prediction based on stacked contractive autoencoder and multi-objective optimization. CMC-Computers, Materials & Continua, 2020, 65(1): 279–308. (SCI期刊)
[4]Nana Zhang, Kun Zhu, Shi Ying, Xu Wang. KAEA: A novel three-stage ensemble model for software defect prediction. CMC-Computers, Materials & Continua, 2020, 64(1): 471–499. (SCI期刊)
[5]Nana Zhang, Yisong Wang, Kun Zhu. Design and Implementation of Full Text Search Engine Based on Lucene. In: DEStech Transactions on Computer Science and Engineering (CST), 2017.
[6]Nana Zhang, Yisong Wang, Kun Zhu. Research and Implementation of Index Real-time Updating Based on Lucene. In: International Conference on Computer Engineering, Information Science & Application Technology (ICCIA), 2017.
[7]Kun Zhu, Shi Ying, Nana Zhang, Dandan Zhu. Software Defect Prediction Based on Enhanced Metaheuristic Feature Selection Optimization and A Hybrid Deep Neural Network. Journal of Systems and Software (JSS), 2021, 180: 111026. (CCF B類期刊，中科院二區)
[8]Kun Zhu, Shi Ying, Weiping Ding, Nana Zhang, Dandan Zhu. IVKMP: A Robust Data-driven Heterogeneous Defect Model Based on Deep Representation Optimization Learning. Information Sciences, 2022, 583: 332-363. (SCI 1區，IF=8.233，CCF B類期刊)
[9]Kun Zhu, Nana Zhang, Shi Ying, Dandan Zhu. Within-Project and Cross-Project Just-In-Time Defect Prediction Based on Denoising AutoEncoder and Convolutional Neural Network. IET Software, 2020, 14(3): 185-195. (CCF B類期刊)
[10]Kun Zhu, Nana Zhang, Qing Zhang, Shi Ying, Xu Wang. Software Defect Prediction Based on Non-linear Manifold Learning and Hybrid Deep Learning Techniques. CMC-Computers, Materials & Continua, 2020, 65(2): 1467–1486. (SCI期刊)
國家發明專利：
[1] 一種基於GBDT決策樹的SaaS軟件性能故障診斷方法𓀉，專利號: ZL201910247053.6👨🏽🦰，授權公告號: CN109918313B♧，國家知識產權局👱🏼♀️，已授權
軟件著作權：
[1] 基於Lucene的全文檢索引擎系統軟件，證書號: 2171189🌵，登記號:
2017SR585905，國家版權局，已授權(一作)
[2] 教師師德師風網絡知識競賽系統 證書號: 1509814🌯👔，登記號: 2016SR331197，
國家版權局🏂🏼，已授權(一作)
[3] 校園二手交易平臺軟件 證書號: 1509635，登記號: 2016SR331018，國家版權
局，已授權(一作)
[4] 網上購物系統👮♀️，證書號: 1509778🈂️，登記號: 2016SR331161👨🚀，國家版權局👌🏽，已
授權(一作)
聯系方式🪟：
電子郵箱📳：nnzhang@dhu.edu.cn
地址：上海市松江區人民北路2999號沐鸣娱乐1號沐鸣樓253室
郵政編碼：201620
Biography:
In June 2022, she received the doctor's degree in computer science and technology from Wuhan University. Since August 2022, she has served as a lecturer in the School of Computer Science and Technology, Donghua University, engaging in scientific research in artificial intelligence, mining software repositories, etc. At present, she has published more than 10 papers in international well-known journals and important international conferences, authorized 1 national invention patent, 7 software copyrights, and participated in 3 NSFC projects. Moreover, she acts as the reviewers of some SCI journals, such as Information Sciences, IET Software, Neurocomputing.
Main research area:
Artificial Intelligence
Mining Software Repositories
Evolutionary Computing
Main courses:
Computer Network
Main Publications:
[1] Nana Zhang, Shi Ying, Kun Zhu, Dandan Zhu. Software defect prediction based on stacked sparse denoising autoencoders and enhanced extreme learning machine. IET Software, 2022, 16(1): 29–47.
[2] Nana Zhang, Shi Ying, Weiping Ding, Kun Zhu, Dandan Zhu. WGNCS: A robust hybrid cross-version defect model via multi-objective optimization and deep enhanced feature representation. Information Sciences, 2021, 570: 545–576.
[3] Nana Zhang, Kun Zhu, Shi Ying, Xu Wang. Software defect prediction based on stacked contractive autoencoder and multi-objective optimization. CMC-Computers, Materials & Continua, 2020, 65(1): 279–308.
[4] Nana Zhang, Kun Zhu, Shi Ying, Xu Wang. KAEA: A novel three-stage ensemble model for software defect prediction. CMC-Computers, Materials & Continua, 2020, 64(1): 471–499.
[5] Nana Zhang, Yisong Wang, Kun Zhu. Design and Implementation of Full Text Search Engine Based on Lucene. In: DEStech Transactions on Computer Science and Engineering (CST) , 2017.
[6] Nana Zhang, Yisong Wang, Kun Zhu. Research and Implementation of Index Real-time Updating Based on Lucene. In: International Conference on Computer Engineering, Information Science & Application Technology (ICCIA) , 2017.
[7] Kun Zhu, Shi Ying, Nana Zhang, Dandan Zhu. Software Defect Prediction Based on Enhanced Metaheuristic Feature Selection Optimization and A Hybrid Deep Neural Network. Journal of Systems and Software (JSS), 2021, 180: 111026.
[8] Kun Zhu, Shi Ying, Weiping Ding, Nana Zhang, Dandan Zhu. IVKMP: A Robust Data-driven Heterogeneous Defect Model Based on Deep Representation Optimization Learning. Information Sciences, 2022, 583: 332-363.
[9] Kun Zhu, Nana Zhang, Shi Ying, Dandan Zhu. Within-Project and Cross-Project Just-In-Time Defect Prediction Based on Denoising AutoEncoder and Convolutional Neural Network. IET Software, 2020, 14(3): 185-195.
[10] Kun Zhu, Nana Zhang, Qing Zhang, Shi Ying, Xu Wang. Software Defect Prediction Based on Non-linear Manifold Learning and Hybrid Deep Learning Techniques. CMC-Computers, Materials & Continua, 2020, 65(2): 1467–1486.
E-mail: nnzhang@dhu.edu.cn
Address: 2999 North Renmin Road, Songjiang District, Shanghai, China
Office: Room 253, Building 1