
1. 个人简介
杨泽灿,男,初聘副教授。毕业于华中科技大学,获计算机科学与技术专业工学博士学位。研究兴趣包括概率建模、张量分析等鲁棒与可解释的机器学习方法在图像处理、数据补全、时空数据分析和联邦学习领域的应用。目前已在IEEE TIP/TITS/TNSE/TCSS/ IoTJ/Netwok等IEEE/ACM Transactions国际顶级期刊上发表论文多篇。
担任IEEE TIP/TWC/ TSUSC/IoTJ、BDMA等期刊的审稿人;担任IEEE HPCC-2021(CCF C) 和IEEE iThins-2022会议的Publicity Chair,IEEE TrustCom-2022(CCF C)和IEEE ISPA-2023(CCF C)会议的Publication Chair。
热忱欢迎对人工智能、鲁棒与可解释机器学习和时空数据分析感兴趣的同学与我联系!工作邮箱:yangzecan@zzu.edu.cn
更多信息见:https://zecanyang.github.io/
2. 代表性成果
[1] Zecan Yang, Laurence T. Yang, Huaimin Wang, Honglu Zhao, Debin Liu, "Bayesian Nonnegative Tensor Completion with Automatic Rank Determination," in IEEE Transactions on Image Processing, vol. 34, pp. 2036-2051, 2025. (CCF A期刊,中科院一区Top)
[2] Zecan Yang, Laurence T. Yang, Changlong Li, Linsong Shan, Honglu Zhao, Xin Nie. "Collaborative Bayesian Tensor Factorization-based Reliable Traffic Speed Data Prediction in T-CPS," in IEEE Transactions on Intelligent Transportation Systems, DOI: 10.1109/TITS.2025.3564318. (CCF B期刊,中科院一区)
[3] Zecan Yang, Changlong Li, Laurence T. Yang, Honglu Zhao, Xin Nie. " Collaborative Bayesian Nonnegative Tensor Factorization for Data Completion in CPSS," in IEEE Transactions on Computational Social Systems, DOI: 10.1109/TCSS.2025.3569683. (中科院三区)
[4] Zecan Yang, Botao Xiong, Kai Chen, Laurence T. Yang, Xianjun Deng, Chenlu Zhu, Yuanyuan He, "Differentially Private Federated Tensor Completion for Cloud-Edge Collaborative AIoT Data Prediction," in IEEE Internet of Things Journal, vol. 11, no. 1, pp. 256-267, Jan.1, 2024. (中科院区二Top,CCF C)
[5] Zecan Yang, Laurence T. Yang, Lingzhi Yi, Xianjun Deng, Chenlu Zhu, Yiheng Ruan, "Transforms-based Bayesian Tensor Completion Method for Network Traffic Measurement Data Recovery," in IEEE Transactions on Network Science and Engineering, vol. 11, no. 3, pp. 2497-2509, May-June 2024. (中科院二区)
[6] Zecan Yang, Laurence T. Yang, Huaimin Wang, Bocheng Ren, Xiangli Yang, "Bayesian Tensor Completion for Network Traffic Data Prediction," in IEEE Network, vol. 37, no. 4, pp. 74-80, July/August 2023, DOI: 10.1109/MNET.005.2200650. (中科院二区)
[7] Honglu Zhao, Laurence T. Yang, Zecan Yang*, Debin Liu, Xin Nie, Bocheng Ren, "Sparse Bayesian Tensor Completion for Data Recovery in Intelligent IoT Systems," in IEEE Internet of Things Journal, vol. 11, no. 15, pp. 25682-25693, Aug 1, 2024. (中科院区二Top,CCF C)
3. 项目经历
● 2030新一代人工智能重大项目“工智能基础模型关键技术研究”,国家重点研发计划项目,2023.03-2024.02,项目骨干;
● 人工智能赋能下的绿色物联网的安全性和可靠性理论与方法,国家重点研发计划项目,2023.04-2026.03,项目骨干;
● 面向水利行业大模型的数据安全训练技术,国家重点研发计划项目,2024.12-2027.11,参与;
4. 获奖情况
[1] 百度网盘AI大赛:图像处理挑战赛,一等奖,2022;
[2] 华中科技大学三好研究生,2023;
[3] 华中科技大学优秀毕业生,2025;