姓名:范业田
职称:讲师
研究方向:机器学习、生物统计、生物信息
开设课程:高等数学、数值分析选讲
电子邮箱:yetian.fan@lnu.edu.cn
个人简历
教育及工作经历:
2006.09-2010.07 大连理工大学 数学与应用数学 理学学士
2010.09-2017.07 大连理工大学 计算数学 理学博士
2017.08-至今 辽宁大学 数学与统计学院 讲师
主要成果:
1. 科研项目:
教育部,合作科研项目,基于正则化的微生物大数据动态可视化研究,主持
辽宁省教育厅,基本科研项目,生物数据中关键蛋白质预测与微生物可视化分析,主持
2. 代表性论文:
(1) Yetian Fan, Wenyu Yang, Bo Song, Peilei Yan, Xiaoning Kang. Enhance the Hidden Structure of Deep Neural Networks by Double Laplacian Regularization. IEEE Transactions on Circuits and Systems II: Express Briefs, 2023.
(2) Yetian Fan, April S Chan, Jun Zhu, Suet Yi Leung and Xiaodan Fan. A Bayesian model for identifying cancer subtypes from paired methylation profiles. Briefings in Bioinformatics. 2023.
(3) Yetian Fan, Wenyu Yang. A backpropagation learning algorithm with graph regularization for feedforward neural networks. Information Sciences. 2022.
(4) Ruicheng Ma, Haozhe Pang, Lulu Fu, Yetian Fan. Reduced-order Observers Design for Unknown Inputs Switched Systems without Strongly Detectable of Subsystems. International Journal of Control, Automation and Systems, 2022.
(5) Yetian Fan, Xiwei Tang, Xiaohua Hu, Wei Wu, Qing Ping. Prediction of essential proteins based on subcellular localization and gene expression correlation. BMC Bioinformatics. 2017.
(6) Yetian Fan, Xingpeng Jiang, Xiaohua Hu, Bo Song, Yuan Ling, Wei Wu. An efficient algorithm for microbiome sample visualization based on UniFrac distance and Laplace matrix. IEEE Transactions on NanoBioscience. 2016.
(7) Yetian Fan, Wei Wu, Jie Yang, Wenyu Yang, Rongrong Liu. An algorithm for motif discovery with iteration on lengths of motifs. IEEE/ACM Transactions on Computational Biology and Bioinformatics. 2015.
(8) Yetian Fan, Wei Wu, Wenyu Yang, Qinwei Fan, Jian Wang. A pruning algorithm with L1/2 regularizer for extreme learning machine. Journal of Zhejiang University SCIENCE C. 2014.