目前课题组有博士生2名，研究生3名，和中科院研究所联合培养，欢迎对生物信息、微生物信息领域感兴趣的同学加入！欢迎具有生物工程、化学工程等基础的同学跨考加入！

代表性论文：
·Zhang, Y., Cai, Y., Zhang, B. et al. Spatially structured exchange of metabolites enhances bacterial survival and resilience in biofilms. Nature Communications 15, 7575 (2024). https://www.nature.com/articles/s41467-024-51940-3. (中科院1区TOP, SCI)
·Yuxuan Zhao, Jiadong Ren*, Bing Zhang, Jinxiao Wu, Yongqiang, Lyu. An explainable attention-based TCN heartbeats classification model for arrhythmia detection[J]. Biomedical Signal Processing and Control, 2023, 80: 104337. (中科院2区, SCI,)
·Bing Zhang, Jingye Wen, Huihui Ren.  A Classification Method of Arrhythmia Based on Adaboost Algorithm. 2020 International Conference on Machine Learning and Computer Application , 2020/09/11 - 2020/09/13 China, Diqingzangzuzizhizhou (EI)
·Bing Zhang, Zhiyao Wei, Jiadong Ren et al. An Empirical Study on Predicting Blood Pressure using Classification and Regression Tree. IEEE Access, 2018, 6: 21758 – 21768. (SCI)
·Bing Zhang, Huihui Ren et al. Predicting blood pressure from physiological index data using the SVR algorithm [J]. BMC Bioinformatics, 2019, 20(1): 109. (CCF C, SCI，IF:2.213 )
·Bing Zhang, Jiadong Ren et al. Health Data Driven on Continuous Blood Pressure Prediction based on Gradient Boosting Decision Tree Algorithm [J]. IEEE Access, 2019, 7(1): 32423-32433. (SCI)

目前课题组该方向有博士生1名，研究生15余名，欢迎对网络安全、软件安全感兴趣的同学加入！

代表性论文：
·Zhang Bing，Zhi Xu et al. Enhancing Java Web Application Security: Injection Vulnerability Detection via Interprocedural Analysis and Deep Learning, IEEE Transactions on Reliability, 2025, Accept, doi: 10.1109/TR.2024.3521381.
·Bing Zhang, Rong Ren, Jia Liu, Mingcai Jiang, Jiadong Ren, Jingyue Li. SQLPsdem: A Proxy-based Mechanism towards Detecting, Locating and Preventing Second-Order SQL Injections, IEEE Transactions on Software Engineering, 2024, DOI: 10.1109/TSE.2024.3400404. (CCF A, 中科院1区 TOP, SCI)
·Bing Zhang, Xuyang Zhao, Jiangtian Nie, Jianhang Tang, Yuling Chen, Yang Zhang, and Dusit Niyato. 2024. Epidemic Model-based Network Influential Node Ranking Methods: A Ranking Rationality Perspective. ACM Computing Surveys,  56, 8, Article 203 (August 2024). https://doi.org/10.1145/3653296  (中科院1区TOP, SCI)
·Bing Zhang, Jingyue Li*, Jiadong Ren, Guoyan  Huang. Efficiency and Effectiveness of web application vulnerability detection approaches: A Review, ACM Computing Surveys,  2022, 54, 9, Article 190.  https://dl.acm.org/doi/10.1145/3474553  (中科院1区TOP, SCI)
·Zhangqi Zheng, Bing Zhang*, Yongshan Liu, Jiadong Ren, Xuyang Zhao, Qian Wang, An approach for predicting multiple-type overflow vulnerabilities based on combination features and a time series neural network algorithm, Computers & Security, 2022. (CCF B, SCI)
·Zheng Z, Liu Y, Zhang B, et al. A multitype software buffer overflow vulnerability prediction method based on a software graph structure and a self-attentive graph neural network[J]. Information and Software Technology, 2023: 107246. （CCF B, 2区 SCI）
·张炳，文峥，赵宇轩，王苧，任家东. 双粒度轻量级漏洞代码切片方法评估模型，通信学报，2021，42(11): 233-241.
· 任家东, 张亚飞, 张炳*,等. 基于特征选择的工业互联网入侵检测分类方法[J]. 计算机研究与发展, 2022, 59(5):12.
·Guoyan Huang, Xinyi Li, Bing Zhang*, Jiadong Ren. PM2.5 Concentration Forecasting at Surface Monitoring Sites Using GRU Neural Network Based on Empirical Mode Decomposition [J], Science of the Total Environment, 2021, 768:144516.（中科院1区TOP, SCI，高被引）
·张炳, 文峥, 魏筱瑜, 任家东, InterDroid：面向概念漂移的可解释性Android恶意软件检测方法, 计算机研究与发展, 2021, 58 (11): 2456-2474.