管理科学与工程系

颜文婧

副教授

研究方向

生物信息智能处理,可解释深度学习,模式识别

教育经历

2002-2006 西安理工大学,电气工程及其自动化,工学学士

2008-2010 中国矿业大学(北京),测试计量技术及仪器,工学硕士

2012-2017 Auburn University(美国),Electrical and computer engineering,工学博士

学术成果

代表论文:

(1) 岳中文,金庆雨,潘杉,颜文婧*,覃逸峰,陈震.基于深度学习的轻量化炮孔智能检测方法研究[J/OL].煤炭学报,2024.https://doi.org/10.13225/j.cnki.jccs.2023.0557.

(2) 毛典辉,李学博,刘峻岭,张登辉,颜文婧*.基于并行异构图和序列注意力机制的中文实体关系抽取模型[J/OL].计算机应用,2024.http://kns.cnki.net/kcms/detail/51.1307.TP.20230928.1321.004.html.

(3) 左敏,胡静珺,颜文婧*,王瑞东,张青川,范大维.基于嗅觉受体激活关系模拟的气味感知预测[J].中山大学学报(自然科学版)(中英文),2024,63(01):86-95.DOI:10.13471/j.cnki.acta.snus.2023E040.

(4) Mao, D., Liu, J., Li, X., Zuo, M., & Yan, W*. (2024). Holo-Mol: An explainable hybrid deep learning framework for predicting reactivity of hydroxyl radical to water contaminants based on holographic fused molecular representations. Chemical Engineering Journal, 148652.

(5) Zhang, J., Yan, W., Zhang, Q., Li, Z., Liang, L., Zuo, M., & Zhang, Y. (2023). Umami-BERT: An interpretable BERT-based model for umami peptides prediction. Food Research International, 113142.

(6) Yan, W., Zhang, B., Zuo, M., Zhang, Q., Wang, H., & Mao, D. (2022). AttentionSplice: An Interpretable Multi‐Head Self‐Attention Based Hybrid Deep Learning Model in Splice Site Prediction. Chinese Journal of Electronics, 31(5), 870-887.

(7) Yan, W., Palaniyappan, L., Liddle, P. F., Rangaprakash, D., Wei, W., & Deshpande, G. (2022). Characterization of hemodynamic alterations in schizophrenia and bipolar disorder and their effect on resting-state fMRI functional connectivity. Schizophrenia bulletin, 48(3), 695-711.

(8) Yan, W., Rangaprakash, D., & Deshpande, G. (2018). Aberrant hemodynamic responses in autism: implications for resting state fMRI functional connectivity studies. NeuroImage: Clinical, 19, 320-330.

出版专著:

《fMRI脑功能连接前沿研究及其认知神经科学中的应用》,中国科学技术大学出版社,2023.

科研项目

2022年获批国家科技计划项目申报中心重点研发计划子课题《基于深度学习的地理标志产品真实性鉴别及区块链溯源框架研究》,主持.

奖励及其他

(1) 2023获betway88官网手机版课程思政与思政课程优秀教师二等奖

(2) 2022年获北京市普通高校本科毕业设计(论文)优秀指导教师

社会兼职

担任《Journal of Circuits, Systems, and Computers》、《International Journal of Machine Learning》、《Scientific Reports》等期刊审稿人