
马振国,男,中国矿业大学计算机学院准聘副教授。2023年于中国科学技术大学计算机学院获工学博士学位,师从徐宏力教授,主要从事边缘智能网络、联邦学习等领域的研究。
近年来,围绕边缘智能网络资源优化与联邦学习训练性能优化等核心问题,在高质量期刊/会议上发表学术论文9篇,其中一作/通讯论文5篇(3篇CCF A,1篇中科院一区),并有1篇文章入选ESI高被引论文;申请发明专利5项,其中2项已授权。
参与国家级科研项目3项,包括国家自然科学基金重点项目2项,科技部重点研发计划课题1项。
联系方式:cs_zgma@cumt.edu.cn
个人主页:http://faculty.cumt.edu.cn/cs_zgma/zh_CN/index.htm
代表性论著(*通讯作者):
Zhenguo Ma, *Huaqing Tu, Li Zhou, *Pengli Ji, Xiaoran Yan, Hongli Xu, Zhiyuan Wang, Suo Chen. Hier-FUN: Hierarchical Federated Learning and Unlearning in Heterogeneous Edge Computing [J]. IEEE Internet of Things Journal, 2024. (中科院一区)
Yang Xu, *Zhenguo Ma, Hongli Xu, Suo Chen, Jianchun Liu, Yinxing Xue. FedLC: Accelerating Asynchronous Federated Learning in Edge Computing [J]. IEEE Transactions on Mobile Computing, , 2023, 23(5): 5327-5343. (CCF A)
Suo Chen, *Zhenguo Ma, Zhiyuan Wang. Accelerating Hierarchical Federated Learning with Adaptive Aggregation Frequency in Edge Computing[C]//Proceedings of the 2023 4th International Conference on Computing, Networks and Internet of Things. 2023: 990-995. (EI)
Zhenguo Ma, *Yang Xu, Hongli Xu, Jianchun Liu, Yinxing Xue. Like Attracts Like: Personalized Federated Learning in Decentralized Edge Computing [J]. IEEE Transactions on Mobile Computing, , 2022, 23(2): 1080-1096. (CCF A)
Zhenguo Ma, *Yang Xu, *Hongli Xu, et al. Adaptive Batch Size for Federated Learning in Resource-Constrained Edge Computing [J]. IEEE Transactions on Mobile Computing, 2021, 22(1): 37-53. (CCF A,ESI高被引)