7月29日:Tao ZHANG
发布时间:2025-07-25 浏览量:10

报告名称Frontiers in Intelligent Software Data Analytics: An Initial Exploration

报告时间:7月29日15:00

报告地点滴水湖国际软件学院502室

报告摘要:


Intelligent Software Data Analytics has long been a focal  research topic in software engineering. With the emergence of new AI  technologies such as deep learning and large language models (LLMs), these  intelligent analysis methods have demonstrated promising results in data  analytics tasks across software development and testing processes. However,  they also present significant challenges. Our research has evolved from  traditional information retrieval and machine learning-based approaches to  leveraging advanced techniques like deep learning and LLMs. We have  proposed solutions for various software engineering and security challenges,  including code search, defect localization, priority prediction, malware  detection, and smart contract vulnerability detection, among others.  Additionally, we have developed a suite of supporting tools. While these  tools have achieved performance improvements in their respective tasks,  they have also prompted deeper reflections, such as "Are large models truly  a panacea?"—and provided valuable insights for our future work.



报告人简介:

Prof. Tao ZHANG is a full professor at the School of Computer Science and  Engineering, Macau University of Science and Technology. He is a senior  member of ACM, IEEE, and CCF. Prof. Zhang is the Founding Chair of the  IEEE Computer Society Macau Chapter and serves as the Conference Chair  (Paper Award) for IEEE TCSE. His primary research interests  include intelligent software data analytics and software security. To date, Prof. Zhang has published over 100 papers in top-tier journals and conferences in software engineering and information security. He serves on  the editorial boards of several prestigious journals, including IEEE  Transactions on Software Engineering, Empirical Software Engineering,  and Journal of Systems and Software. He has also held key leadership roles  in major international conferences, such as General Chair of APSEC 2025  and SANER 2023, and Program Committee Chair of Internetware 2024  and DSA 2021. He also regularly serves as a PC Member of the top-tier  conferences (ICSE, FSE, ASE, and ISSTA) in software engineering. Prof.  Zhang has led multiple research projects funded by the National Natural  Science Foundation of China (NSFC) and the Macau Science and  Technology Development Fund (FDCT).

华东师范大学软件工程学院
学院地址:上海中山北路3663号理科大楼

                上海市浦东新区楠木路111号
院长信箱:yuanzhang@sei.ecnu.edu.cn | 办公邮箱:office@sei.ecnu.edu.cn | 院办电话:021-62232550
www.sei.ecnu.edu.cn Copyright Software Engineering Institute