CityU

Assistant Professor (Research) Jianping Cai


Dr. Jianping Cai

Assistant Professor (Research) Master Supervisor 

 

Email: jpcai@cityu.edu.mo 

Tel: (853)8590 2335 

Office address: Room S504, Stanley Ho Building, City University of Macau (Taipa) 

 

Personal homepage 

https://www.maththinker.cn/caijp/ 

 

Educational qualifications 

2024 Doctor of Philosophy in Computer Science and Technology, Fuzhou University, China 

2016 Master of Software Engineering, Fuzhou University, China 

2013 Bachelor of Software Engineering, Fuzhou University, China 

 

Incumbent 

Assistant Professor (Research) of Computer Science, City University of Macau 

Courses taught 

JAVA programming, Python programming, Data structure, Database, Probability theory 

 

Research direction 

Differential privacy, Optimization principle 

 

Research and publishing 

  1. Cai Jianping, Liu Ximeng, Ye Qingqing, Liu Yang, Wang Yuyang. A Federated Learning Framework Based on Differentially Private Continuous Data Release[J]. IEEE Transactions on Dependable and Secure Computing, 2023. DOI: 10.1109/TDSC.2024.3364060. [CCF A] [SCI Q2]
  2. Cai Jianping, Liu Ximeng, Li Jiayin, Kim-Kwang Raymond Choo. Differentially Private Non-Negative Consistent Release for Large-Scale Hierarchical Trees[J]. IEEE Transactions on Dependable and Secure Computing, 2023. DOI: 10.1109/TDSC.2023.3253520. [CCF A] [SCI Q2]
  3. Cai Jianping, Liu Ximeng, Li Jiayin, Zhang Shuangyue. Generation Matrix: An Embeddable Matrix Representation for Hierarchical Trees[J]. Theoretical Computer Science, 2023. DOI: 10.1016/j.tcs.2023.114180 [CCF B] [SCI Q4]
  4. Cai Jianping, Liu Ximeng, Yu Zhiyong, Guo Kun, Li Jiayin. Efficient Vertical Federated Learning Method for Ridge Regression of Large-Scale Samples[J]. IEEE Transactions on Emerging Topics in Computing, 2022. DOI: 10.1109/TETC.2022.3215986. [SCI Q2]
  5. Cai Jianping, Lei Yunqi, Chen Mingming, Wang Ning, Zhang Shuangyue. Efficient solution of SVD recommendation model with implicit feedback[J]. Sci Sin Inform, DOI: 10.1360/SSI-2019-0107. [In Chinese]
  6. Cai Jianping,Liu Ximeng, Xiong jinbo, Yin zuobin, Wu yingjie. Approximation method of multiple consistency constraint under differential privacy[J]. Journal on Communications, 2021, 42(6): 107-117. DOI: 10.11959/j.issn.1000-436x.2021122. [In Chinese] [CCF B] [EI]
  7. Cai Jianping, Liu Yang, Liu Ximeng, Li Jiayin, Zhuang Hongbin. Privacy-Preserving Federated Cross-Domain Social Recommendation [C]//Trustworthy Federated Learning: First International Workshop, FL 2022, Held in Conjunction with IJCAI 2022, Vienna, Austria, July 23, 2022, Revised Selected Papers. Cham: Springer International Publishing, 2023: 144-158. DOI: 10.1007/978-3-031-28996-5_11. [EI]
  8. Cai Jianping, Wu yingjie, Wang Xiaodong. Method Based on Matrix Mechanism for Differential Privacy Continual Data Release[J]. Journal of Frontiers of Computer Science and Technology, 2016, 10(4): 481-494. DOI: 10.3778/j.issn.1673-9418.1507074. [In Chinese]
  9. Cai Jianping, Liu Ximeng, Wu Yingjie. SVM learning for default prediction of credit card under differential privacy[C]//Proceedings of the 2020 Workshop on Privacy-Preserving Machine Learning in Practice. 2020: 51-53. (DOI: 10.1145/3411501.3419431)
  10. Cai Jianping, Chen Mingming, Zhang Shuangyue, Hong Chengxi and Lu Yuehong, A Fast Algorithm for Solving a Kind of Gauss Hypergeometric Functions in Wireless Communication Based on Pfaff Transformation[C]//Proceedings of 2019 International Conference on Networking and Network Applications (NaNA), Daegu, Korea (South), 2019, pp. 85-89, DOI: 10.1109/NaNA.2019.00024.
  11. Long Jinhe, Chen Zekai, Wang Fuyi, Cai Jianping and Liu Ximeng, FedCL: Detecting Backdoor Attacks in Federated Learning with Confidence levels[C]//Proceedings of 2024 IEEE International Conference on Multimedia and Expo (ICME), 2024.
  12. You Xianyao, Liu Ximeng, Lin Xuanwei, Cai Jianping, Chen Shaoquan, Accuracy Degrading: Towards Participation-Fair Federated Learning[J]. IEEE Internet of Things Journal, DOI: 10.1109/JIOT.2023.3238038. [SCI Q1]
  13. You Xianyao, Liu Ximeng, Jiang Nan, Cai Jianping, Ying Zuobin, Reschedule Gradients: Temporal Non-IID Resilient Federated Learning[J]. IEEE Internet of Things Journal, 2022. DOI: 10.1109/JIOT.2022.3203233. [SCI Q1]
  14. Li Jiayin, Guo Wenzhong, Xie Lehui, Liu Ximeng, Cai Jianping, Privacy-Preserving Object Detection With Poisoning Recognition for Autonomous Vehicles[J]. IEEE Transactions on Network Science and Engineering, vol. 10, no. 3, pp. 1487-1500, 1 May-June 2023, DOI: 10.1109/ TNSE.2022.3227119. [SCI Q2]
  15. Zhang Shuangyue, Cai Jianping, Tian Feng, Wu Zhenqiang. Trajectory Flow Releasing Method with Consistency Constraint under Differential Privacy[J]. Journal of Frontiers of Computer Science and Technology, 2018, 12(12): 1903-1913. DOI: 10.3778/j.issn.1673-9418. 1710041. [In Chinese]
  16. Sun Lan, Hong Jinxin, Chen Junya, Cai Jianping, Wang Yilei, Differentially Private High-Dimensional Binary Data Publication via Adaptive Bayesian Network[J]. Wireless Communications and Mobile Computing, vol. 2021, Article ID 8693978, 11 pages, 2021. DOI: 10. 1155/2021/8693978. [CCF B] [SCI Q4]
  17. Chen Shaoquan, Cai Jianping, Sun Lan. Differential privacy generative adversarial network algorithm for dynamic gradient threshold clipping[J]. Journal of Computer Applications, 2022/ 08. [In Chinese]
  18. Lan Mengjie, Cai Jianping, Sun Lan. FedSR: A self-Regularization Method for Non-IID Data in Federated Learning[J]. Journal of Computer Applications, 2022/08. [In Chinese]
  19. Hong jinxin, Wu Yingjie, Cai Jianping, Sun Lan. High-Dimensional Binary Data Publication via Attribute Segmentation[J]. Journal of Computer Research and Development, 2022, 59(1): 182-196. DOI: 10.7544/issn1000-1239.20200701. [In Chinese]
  20. Hong Chengxi, Cai Jianping, The Growth Pattern of Pterosaurs Based on Logistic Growth Model[J]. Academic Journal of Computing & Information Science (2019) Vol. 2: 142-147. https:// doi. org/10.25236/AJCIS.010028.
  21. Wu Yingjie, Chen Jinglin, Cai Jianping, Wang Yilei. Error Analysis of Differential Privacy Data Publishing Method with Matrix Mechanism[J]. Journal of Computer Research and Development, 2018, 12(7): 1075-1086. DOI: 10.3778/j.issn.1673-9418.1705046. [In Chinese]
  22. Wu Yingjie, Lu Qing, Cai Jianping, et al. Differential privacy two-dimensional data partitioning publication algorithm based on quad-tree[J]. Journal of Huazhong University of Science and Technology (Natural Science Edition), 2016/04, 44(3):99-104. [In Chinese]

 

Academic Awards 

 

    1. In 2023, he won the Best Researcher Award from the international conference organizer “Science Father”. 

    1. Won the first prize in the American Mathematical Modeling Competition in 2015. 

    1. In 2015, he won the first prize (championship) of the "Oracle Cup" National Java Programming Competition. 

    1. Won the second prize in the National Mathematical Modeling Competition in 2015. 

    1. In 2014, he won the third prize in the 11th "Huawei Cup" National Graduate Mathematical Modeling Competition. 

    1. In 2012, he won the gold medal in the 3rd Fujian Provincial College Student Programming Competition. 

    1. In 2012, he won the bronze medal in the Jinhua Division of the ACM-ICPC Asian Qualifiers. 

    1. In 2011, he won the bronze medal in the Chengdu Division of the ACM-ICPC Asian Qualifiers. 

 

 

Professional association 

 

1. 2024-present Professional member of China Society of Industrial and Applied Mathematics 

 

 

Scientific research projects 

 

    1. National Natural Science Foundation of China Youth Project (NSFC, Grant No. 62402111), research on differential privacy noise distribution optimization technology in federated learning scenarios, host, under research. (2025.01.01 ~ 2027.12.31). 

    1. Fujian Provincial Department of Education Young and Middle-aged Teacher Education Research Project (Grant No. JT180779), a Web-based big data visualization service platform, hosted and completed. (2018.06.01 ~ 2020.06.01).