在大数据安全、人工智能安全等领域从事研究多年，主要参与的科研项目有：国家自然科学基金、十三五预研计划项目等。已在IEEE Transactions on Industrial Informatics，IEEE/ACM Transactions on Computational Biology and Bioinformatics等期刊和会议上发表10余篇学术论文，担任TKDD、IWCSS 2020、CPSCom 2020等权威期刊或会议审稿人。近年发表的主要学术论文如下： [1] Xiaodan Yan, Yang Xu, Xiaofei Xing, Baojiang Cui, Zihao Guo, and Taibiao Guo. “Trustworthy Network Anomaly Detection Based on an Adaptive Learning Rate and Momentum in IIoT,” IEEE Transactions on Industrial Informatics, vol. 16, no. 9, pp: 6182-6192, 2020. [2] Xiaodan Yan, Yang Xu, Baojiang Cui, Shuhan Zhang, Taibiao Guo, and Chaoliang Li. “Learning URL Embedding for Malicious Website Detection,” IEEE Transactions on Industrial Informatics, vol. 16, no. 10, pp: 6673-6681, 2020. [3] Xiaodan Yan, Baojiang Cui, Yang Xu, Peilin Shi, and Ziqi Wang. “A Method of Information Protection for Collaborative Deep Learning under GAN Model Attack,” IEEE/ACM Transactions on Computational Biology and Bioinformatics, doi: 10.1109/TCBB.2019.2940583. [4] Xiaodan Yan, Tianxin Zhang, Baojiang Cui, and Jiangdong Deng. “Hinge Classification Algorithm Based on Asynchronous Gradient Descent,” International Conference on Broadband and Wireless Computing, Communication and Applications, 2017. [5] Xiaodan Yan, Baojiang Cui, and Jianbin Li. “Malicious Domain Name Recognition Based on Deep Neural Networks.” International Conference on Security, Privacy and Anonymity in Computation, Communication and Storage, 2018. [6] Jiwei Zhang, Xiaodan Yan*, Zelei Cheng, and Xueqi Shen. “A face recognition algorithm based on feature fusion,” Concurrency and Computation: Practice and Experience, doi: 10.1002/cpe.5748. [7] Yuchen Liang, Xiaodan Yan*. “Using Deep Learning to Detect Malicious URLs,” IEEE International Conference on Energy Internet, 2019. [8] Huan Zhang, Kangfeng Zheng, Xiaodan Yan*, Shoushan Luo, and Bin Wu. “Moving Target Defense Against Injection Attacks,” International Conference on Algorithms and Architectures for Parallel Processing, 2019. [9] Baojiang Cui, Xiaodan Yan. “A Review of Data Management and Protocols for Vehicular Networks,” International Journal of Web and Grid Services, 2017. |
