杭州师范大学博士毕业，主要研究基于深度学习的痴呆智能辅助诊断，主持省级科研项目3项；以第一作者或通讯作者于国内外重要期刊和会议发表论文10余篇（其中SSCI一区两篇、SCI二区一篇，EI期刊一篇）；以第一发明人申请国家发明专利1项，软件著作权20余项；以第一作者出版学术专著一部，教材一部；指导学生获批多项大学生创新创业等项目。

[1] Liu Ning, Zhenming Yuan. Spontaneous Language Analysis in Alzheimer’s disease: Evaluation of NLP technique for analyzing lexical performance. Journal of Shanghai Jiaotong University, 2021.9.（EI期刊）

[2] Ning Liu, Zhenming Yuan, Qingfeng Tang. Improving Alzheimer’s Disease Detection for Speech Based on Feature Purification Network. Frontiers in public health. 2021.12. （影响因子6.4608，SSCI一区）

[3] Ning Liu, Kexue Luo, Zhenming Yuan*, Yan Chen*. A Transfer Learning Method for Detecting Alzheimer’s Disease Based on Speech and Natural Language Processing. Frontiers in public health. 2022.2。（影响因子6.4608，SSCI一区）

[4] Qingfeng Tang, Ning Liu*. A Novel Method for Vascular Age Estimation via Pressure Pulse Wave of Radial Artery Biomedical Signal Processing and Control.Biomedical Signal Processing and Control.（影响因子5.0760，SCI二区，被邀请口头汇报两次，包括欧洲神经科学会议及日本BioST 2023国际会议）

[5] Yusi Chen, Ning Liu*. Using Multimodel Features to Diagnose Mild Cognitive Impairment and Alzheimer’s Disease. AEMCME, 2022.3