姓名:毛毅
职称:讲师
部门:软件工程系
研究方向:医疗大数据挖掘、深度学习
邮箱:maoyi@njupt.edu.cn
个人简介:
(1)2016-08 至 今, 南京邮电大学, 计算机软件工程系,
(2) 2008-9 至 2015-12, 西安电子科技大学,博士
(3) 2004-9 至 2008-7, 西安电子科技大学, 学士
(4) 2010-09 至 2012-09, 圣路易华盛顿大学, 博士联合培养
科研成果:
1) 国家自然科学基金委员会, 青年科学基金项目,62002174, 基于深度学习的疾病早期预警模型关键技术研究, 2021-01-01 至 2023-12-31, 24万元, 结题, 主持
2) 主要论文有:
【1】Yi Mao, Yun Li, Yixin Chen, Real-Time Medical Electronic Data Mining based Hierarchical Attention Mechanism[J]. Innovative Computing, Information and Control, 2020,vol 14(12). pp1155-1162.
【2】Y. Mao, Y. Li, Y. Chen, Explainable Software vulnerability detection based on Attention-based Bidirectional Recurrent Neural Networks[C]. 2020 IEEE International Conference on Big Data. EI
【3】Mao, Yi, Guo, Bao-Long; Yan Yunyi, Sun Wei, Multiple structure based saliency detection and its application in image retrieval, Journal of Information Hiding and Multimedia Signal Processing 2015,vol. 6(4), pp. 771-782(EI:20152600966297)
【4】Yi Mao, Baolong Guo,Yanyun Yi, Multi-Scale Neighborhood Component Analysis[J]. ICIC Express Letters,Part B: Applications, 2015,vol. 6(6), pp. 1527-1533(EI:20152300914521)
【5】Y. Mao, W. Chen, Y. Chen, C. Lu, M. Kollef, and T. Bailey, An Integrated Data Mining Approach to Real-time Clinical Monitoring and Deterioration Warning, Proc. ACM SIGKDD Conference (KDD-12), 2012. EI. ISTP. CCF: A 类.
【6】Y. Mao, Y. Chen, G. Hackmann , M. Chen, C. Lu, M. Kollef, and T. Bailey, Medical Data Mining for Early Deterioration Warning in General Hospital Wards, Proc. ICDM on Biological Data Mining and its Applications in Healthcare (BioDM-11), 2011. CCF:B类.
【7】毛毅,陈稳霖,郭宝龙,陈一昕,基于密度估计得逻辑回归模型[J] .自动化学报.2014, vol.40(1),pp.62-72. EI
【8】W. Chen, Y. Mao, B.Guo, Y. Chen, Density-Based Logistic Regression and Its Applications in Clinical Prediction. KDD,2013.CCF:A 类.
【9】Y. Mao, Y. Chen, G. Hackmann , M. Chen, C. Lu, M. Kollef, and T. Bailey, Early Deterioration Warning for Hospitalized Patientsby Mining Clinical Data, International Journal of Knowledge Discovery in Bioinformatics, 2(3):1-20, 2012.
【10】 Thomas Bailey, MD; Yixin Chen, PhD; Yi Mao; Chenyang Lu, PhD ; Gregory Hackmann, PhD; Scott T. Micek, PharmD; KevinHeard, Kelly Faulkner, Marin H. Kollef, MD. A trial of a real-time alert for clinical deterioration in patients hospitalized on general medical wards. Journal of Hospital Medicine.
【11】 Jingyu Han; Guangpeng Sun; Xinhai Song; Jing Zhao; Jin Zhang; Yi Mao ; Detecting ECG abnormalities using an ensemble framework enhanced by Bayesian belief network, Biomedical Signal Processing and Control, 2022, 72: 103320
【12】 钱龙; 赵静; 韩京宇; 毛毅; 基于标签相关性的K近邻多标签学习, 计算机工程, 2022, 48(6):73-78,88. 第一标注
【13】 韩京宇; 钱龙; 葛康; 毛毅; 基于标签共现和特征局部相关的心电异常检测方法, 计算机科学, 2023,50(3):139-146.
【14】 赵静; 韩京宇; 钱龙; 毛毅; 基于改进的RAKEL算法的心电图诊断分类, 计算机应用, 2022,42(6):1892-1897.
【15】 韩京宇; 陈伟; 赵静; 郎杭; 毛毅; 基于异常特征模式的心电数据标签清洗方法, 计算机研究与发展, 2023,60(11):2594-2610.
【16】 Yi Mao; Yun Li; Jingyu Han; Yixin Chen;Real-Time Medical Electronic Data Mining Based on Shapelet Pattern Recognition, 2022 International Conference on Machine Learning, Cloud Computing and Intelligent Mining (MLCCIM), Xiamen, China, 2022-8-05至2022-8-7.
【17】 Yi Mao; Yixin Chen, Yun Li; Explainable Software vulnerability detection based on Attention-based Bidirectional Recurrent Neural Networks,2020 IEEE International Conference on Big Data.
More paper will come soon…