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刘嘉

Jia Liu Ph.D.

Associate Professor

Software Institute, Nanjing University, Nanjing 210093, China

Email: liujia@nju.edu.cn

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Research Interests

    Swarm Intelligence、Developer Social Network、Big Data Quality Metric;

    Intelligent Hardware Control、Deep Learning Testing and Optimization.

Major Grants

  1. Tongbao (ETC): Nanjing University Talent Training Service, 2018-2018
  2. National Science Foundation of China (General Program), 61772014, Principal Investigator, 2018-2021
  3. National Science Foundation of China (General Program), 61472176, Principal Investigator, 2015-2018
  4. National Science Foundation of China (International Cooperation Project), 61211120438, Principal Investigator, 2012-2013
  5. JiangSu Data Center Demonstration Project 2014 Principal Investigator, 2012-2013
  6. Social Science Foundation of the Ministry of Education, 10YJC870020, Principal Investigator, 2010-2012
  7. Open Foundation of State Key Laboratory for Novel Software Technology in Nanjing University, 2012、2013、2015、2016 Principal Investigator, 2012-2016
  1. Provincial Department of Education, Research and Practice of Data Science Professional System under New Engineering, 2017-2022
  2. Ministry of Education, Research and Practice of the Basic Course System of New Engineering Software Engineering Majors Trained to Individualized Talents under the Big Application Environment, 2017-2022

Selected Publications

  1. Xufan Zhang, Ning Sun, Chunrong Fang, Jiawei Liu, Jia Liu, Dong Chai, Jiang Wang, Zhenyu Chen. Predoo: Precision Testing of Deep Learning Operators ISSTA 2021
  2. Xufan Zhang, Ziyue Yin, Yang Feng, Qingkai Shi, Jia Liu, Zhenyu Chen. NeuralVis: visualizing and interpreting deep learning models. ASE 2019-Demo
  3. Hao Lian, Tieke He, Zemin Qin, Haoyu Li, Jia Liu: Research on the information quality measurement of judicial documents, QRS Companion 2018: 178-181
  4. Zemin Qin, Tieke He, Hao Lian, Yuanhan Tian, Jia Liu: Research on Judicial Data Standard. QRS Companion 2018: 175-177
  5. Tieke He, Zhenyu Chen, Jia Liu, Xiaofang Zhou, Xingzhong Du, Weiqing Wang: An empirical study on user-topic rating based collaborative filtering methods. World Wide Web 20(4): 815-829 (2017)
  6. Xiaoran Xu, Chunrong Fang, Qing Wu, Jia Liu, Zhenyu Chen: Testing as an Investment. CoRR abs/1708.00992 (2017)
  7. Zhengjie Xu, Tieke He, Weiqiang Zhang, Yabin Wang, Jia Liu, Zhenyu Chen: Exploring the Influence of Time Factor in Bug Report Prioritization. ，SEKE2016 243-248
  8. Rui Hao, Tieke He, Hang Qi, Jia Liu: Mining Feature-Opinion from Reviews Based on Dependency Parsing. SEKE2016 462-465
  9. Tieke He, Rui Hao, Hang Qi, Jia Liu, and Qing Wu: International Journal of Software Engineering and Knowledge Engineering, November 2016, Vol. 26, No. 09n10 : pp. 1581-1591(doi: 10.1142/S0218194016710029)
  10. FENG Yang, LIU Qin, DOU Mengyu, LIU Jia and CHEN Zhenyu: Mubug: a mobile service for rapid bug tracking SCIENCE CHINA Information Sciences 59, 013101 (2016); doi: 10.1007/s11432-015-5506-4
  11. ZHANG WeiQiang, NIE LiMing, JIANG He, CHEN ZhenYu, LIU Jia*. Developer social networks in software engineering: construction, analysis, and applications. SCIENCE CHINA Information Sciences, 2014, 57(12): 121101(23)
  12. Xiaoran Xu, Chunrong Fang, Qing Wu*, Jia Liu, Zhenyu Chen. Testing as an Investment, SEKE 2014.
  13. Tieke He, Xingzhong Du, Weiqing Wang, Zhenyu Chen, Jia Liu*. Comparing Collaborative Filtering Methods Based on User-Topic Ratings, SEKE, p312-317, 2013.
  14. Xingzhong Du, Tieke He, Zhenyu Chen, Jia Liu*, Chengfeng Hui. ABEY: an IncrementalPersonalized Method Based on Attribute Entropy for Recommender Systems, SEKE, p318-321,2013.
  15. Daniel Port, Chris Rachal, Jia Liu Motivating and Orienting Novice Students to Value Introductory Software Engineering CSEE&T 2013 p99-108
  16. Jia Liu*, Weiqing Wang, Zhenyu Chen*, Xingzhong Du, Qi Qi, A Novel User-based Collaborative Filtering Method by Inferring Tag Ratings, ACM Applied Computing Review, 12(4), p48-57, 2012
  17. Chengfeng Hui; JiaLiu*; Zhenyu Chen; Xingzhong Du; Weiyun Ma, An Empirical Study onRecommendation Methods for Vertical B2C E-commerce Sites, SEKE, p139-142 , 2012
  18. Qi Qi; Zhenyu Chen*; Jia Liu; Chengfeng Hui, Using Inferred Tag Ratings to Improve User-based Collaborative Filtering, ACM SAC 2012, p , 2012
  19. Weiqing Wang; Zhenyu Chen*; Jia Liu; Qi Qi; Zhihong Zhao, User-based Collaborative Filteringon Cross-Domain by Tag Transfer Learning, CDKD@KDD 2012,2012
  20. ZhiJun Huang, Tao Zheng* , Jia Liu, A Dynamic Detective Method against ROP Attack on ARM Platform ,SEES 2012 @ICSE2012 p51-57

Teaching

  1. Software Engineering and Computing III (national-level quality course) (undergraduate)
  2. Database Development Technology (undergraduate)
  3. Advanced Database Development Technology (postgraduate)
  4. Deep Learning Testing Seminar, Swarm Intelligence Seminar (postgraduate)

  5. Introduction to Software Engineering (General Knowledge Courses) (undergraduate)
  6. Internet Business Model (Innovative Entrepreneurship Course for Undergraduates)

Teaching Award

  1. State-level Teaching Award: Second Class Prize 2014
  2. State-level Teaching Award: Second Class Prize 2010
  3. Provincial Teaching Achievement Award: First Prize 2013
  4. Provincial Teaching Achievement Award: Grand Prize 2009

Patent

  1. 一种基于Star信息和README文档的Github相似仓库推荐， 201810092877.6
  2. 一种众包测试报告聚合和摘要的方法， 201810325035.0
  3. 一种基于多马尔可夫链的内容推荐方法， 201010182844.4
  4. 一种基于标签迁移学习的推荐方法，201110419665.2.
  5. 一种可视化软件测试设计平台，201110203876.2.
  6. 一种结合评分数据与标签数据的个性化推荐方法，201110306941.4
  7. 一种基于商品属性熵值的个性化推荐方法，201110385722.X
  8. 一种网站数据的获取及迁移使用方法，201110254935.9
  9. 一种面向垂直电子商务网站的首页推荐方法，201110002136.2
  10. 一种对QR码黑白分布掩膜的方法，201210044822.0
  11. 一种利用QR码储存私密数据的方法，201210045028.8
  12. 一种定制QR码的生成方法，201210044800.4
  13. 一种通过渲染方式生成QR码的方法，201210044120.2
  14. 一种增强QR码纠错能力的改进方法，201210044671.9