Liyan Song (宋丽妍）


Associate Professor
School of Software, Faculty of Computing, Harbin Institute of Technology (HIT), Harbin, China


Official Homepage: https://homepage.hit.edu.cn/songliyan

Contact
songly[at]hit[dot]edu[dot]cn sunnysong14[at]]gmail[dot]com

New Technology Building,
92 Xida Street, Nangang District, 154001, Harbin, P.R. China

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In December 2023, I moved to Harbin Institute of Technology (HIT) as Associate Professor. In December 2019, I joined Southern University of Science and Technology (SUSTech) as Research Assistant Professor. In March 2019, I joined the University of Birmingham as Research Fellow. I obtained my PhD degree from School of Computer Science of the University of Birmingham under the supervision of Prof. Xin Yao (co-supervised by Dr. Leandro L. Minku). Previously, I received my BSc and MSc degrees from School of Mathematics of Harbin Institute of Technology.

Research Interests

My main research interests are machine learning and its applications to predictive software engineering. Currently, I am working on I am also working with evolutionary computation, deep learning, and their applications to (e.g.) image recognition and network privacy. I am OPEN novel and relevant research areas if you can convince me of their practical significance.

Openings: We are opening to MSc, PhD students and visiting students working on those topics who are good at coding and/or math.

Education

  • 2012/10-2018/11, PhD in Computer Science, University of Birmingham, Birmingham, UK
    Supervisor: Prof. Xin Yao.
    Thesis: Learning to Cope with Small Noisy Data in Software Effort Estimation
    *(Thesis also officially available here. Pass the viva with minor revisions on 30 Nov. 2018. PhD officially awarded on 12 July 2019)

  • 2009/09-2011/07, MSc in Mathematics, Harbin Institute of Technology, Harbin, China
    Supervisor: Prof. Chiping Zhang

  • 2005/08-2009/07, BSc in Mathematics, Harbin Institute of Technology, Harbin, China
    Supervisor: Prof. Chiping Zhang

    Work Experience

  • 2023/12-present, Associate Professor, School of Software, Faculty of Computing, Harbin Institute of Technology, Harbin, China
    Team leader: Prof. Xiaohong Su

  • 2019/12-2023/12, Research Assistant Professor (Master Supervisor), Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China
    Team leader: Prof. Xin Yao.

  • 2019/03-2019/11, Research Fellow, School of Computer Science, University of Birmingham, Birmingham, UK
    Supervisors: Dr. Leandro L. Minku and Prof. Xin Yao

  • 2015/11-2016/10, Senior Research Assistant, Department of Computer Science, Hong Kong Baptist University, Hong Kong, China
    Supervisor: Prof. Haiping Lu (now moved to University of Sheffield, UK)

  • 2012/01-2012/10, Research Assistant, Department of Computer Science, Hong Kong Baptist University, Hong Kong, China
    Supervisor: Prof. Byron Choi

  • 2011/05-2012/01, Internship, Antiy Labs, Harbin, China

    Honors & Awards

  • 2023年深圳市第三届优秀技术学术论文奖，深圳市科学技术委员会，2023.11
  • "Peacock Plan" C-class Talents in Shenzhen City (深圳市“孔雀计划”C类)，2020
  • Fully funded PhD Studentship from University of Birmingham, UK, 2012-2015
  • Outstanding Master Student Awards from Harbin Institute of Technology, China (优秀硕士毕业生), 2011
  • Outstanding Master Degree Thesis from Harbin Institute of Technology, China (优秀硕士毕业论文), 2011
  • Outstanding Undergraduate Student Awards from Harbin Institute of Technology, China (优秀本科毕业生), 2009
  • Outstanding Undergraduate Degree Thesis from Harbin Institute of Technology, China (优秀本科毕业论文), 2009


    • 个人简介

    宋丽妍，博士，现任哈尔滨工业大学计算学部智能软件中心 副教授（硕导）。本科和硕士均毕业于哈尔滨工业大学数学学院，博士毕业于英国伯明翰大学计算机学院，师从姚新教授。 先后任职英国伯明翰大学Research Fellow和 南方科技大学 研究助理教授（副研究员，硕导），2019年12月加入哈尔滨工业大学。

    研究领域：智能软件工程、机器学习。
    在智能软工领域，她专注于软件缺陷预测，结合机器学习领域研究成果，致力于解决软件开发过程中面临的概念漂移、类不平衡、验证延迟、小数据、无标签数据和不可解释等问题，提高预测模型的准确性、鲁棒性和可解释性，推动缺陷预测系统在业界的广泛应用与落地。
    在机器学习领域，她的研究主要集中在与智能软工任务密切相关的算法和理论，包括在线学习、概念漂移检测、类不平衡学习、半监督学习、贝叶斯学习等。
    此外，她的研究还涉及演化计算、深度学习、模型隐私保护、软件测试等。