城大首頁

蔡劍平 助理教授(研究)


蔡劍平 博士 

助理教授(研究) 碩導

 

學校郵箱：jpcai@cityu.edu.mo

辦公電話：(853)8590 2335

辦公地址：澳門城市大學(氹仔)何鴻燊樓S504室

 

個人主頁

https://www.maththinker.cn/caijp/

 

學歷

2024　計算機科學與技術博士, 福州大學, 中國

2016　軟件工程碩士, 福州大學, 中國

2013　軟件工程學士, 福州大學, 中國

 

現任

澳門城市大學計算機科學研究助理教授

 

曾任教科目

JAVA程式設計、Python程式設計、數據結構、資料庫、概率論

 

研究方向

差分隱私，最優化原理

 

研究及出版

  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]

 

學術獎項

  1. 於2023年獲得國際會議組織者“Science Father”頒發的最佳研究員獎。
  2. 於2015年獲得美國數學建模競賽一等獎。
  3. 於2015年獲得“甲骨文杯”全國Java程式設計大賽一等獎（冠軍）。
  4. 於2015年獲得全國數學建模競賽二等獎。
  5. 於2014年獲得第十一屆“華為杯”全國研究生數學建模競賽三等獎。
  6. 於2012年獲得第三屆福建省大學生程式設計競賽金獎。
  7. 於2012年獲得ACM-ICPC亞洲區預選賽金華賽區銅獎。
  8. 於2011年獲得ACM-ICPC亞洲區預選賽成都賽區銅獎。

 

專業屬會 

  1. 2024年-至今 中國工業與應用數學學會 專業會員

 

科研項目

  1. 國家自然科學基金青年項目 (NSFC, Grant No. 62402111)，聯邦學習場景下差分隱私雜訊分佈優化技術研究，主持，在研。（2025.01.01 ~ 2027.12.31）。
  2. 福建省教育廳中青年教師教育科研專案 (Grant No. JT180779)，一種基於Web的大資料視覺化服務平臺，主持，結項。（2018.06.01 ~ 2020.06.01）。