林晓惠

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Professor   Supervisor of Doctorate Candidates   Supervisor of Master's Candidates  

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大连理工大学计算机科学与技术学院,教授,博士生导师,硕士生导师。主要研究方向为机器学习、数据挖掘等。
近年发表的主要文章:

1 Chao Li, Zhenbo Gao, Benzhe Su, Guowang Xu, Xiaohui Lin. Data analysis methods for defining biomarkers from omics data, Analytical and Bioanalytical Chemistry, 2022,414(1): 235-250.

2 Yanpeng Qi, Benzhe Su, Xiaohui Lin, Huiwei Zhou. A new feature selection method based on feature distinguishing ability and network influence, Journal of Biomedical Informatics, 2022,128: 104048.

3 Yanhui Zhang, Xiaohui Lin, Zhenbo Gao, Songnan Bai. A novel method for feature selection based on molecular interactive effect network, Journal of Pharmaceutical and Biomedical Analysis, 2022, 218, 114873.

4 Chao Li, Xiao Luo, Yanpeng Qi, Zhenbo Gao, Xiaohui Lin,A new feature selection algorithm based on relevance, redundancy and complementarity,Computers in Biology and Medicine,2020, 119, 103667.

5 Qingqing Wang, Benzhe Su, Liwei Dong, Tianyi Jiang, Yexiong Tan, Xin Lu, Xinyu Liu, Xiaohui Lin, and Guowang Xu, Liquid Chromatography−Mass Spectrometry-Based Nontargeted Metabolomics Predicts Prognosis of Hepatocellular Carcinoma after Curative Resection, J. Proteome Res. 2020, 19, 3533−3541.

6 Xiaohui Lin, Yanhui Zhang, Chao Li, Jue Wang, Ping Luo, Huiwei Zhou. A New Data Analysis Method Based on Feature Linear Combination,Journal of Biomedical Informatics. 2019, 94: 103173 .

7 Xiaohui Lin, Xin Huang, Lina Zhou, Weijie Ren, Jun Zeng, Weihong Yao, Xingyuan Wang, The Robust Classification Model Based on Combinatorial Features, IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2019, 16( 2 ): 650-657.

8 Xiaohui Lin, Chao Li, Weijie Ren, Xiao Luo, Yanpeng Qi. A new feature selection method based on symmetrical uncertainty and interaction gain,Computational Biology and Chemistry, Computational Biology and Chemistry,2019, 83,  107149,

9 Benzhe Su, Ping Luo, Zhao Yang, Pei Yu, Zaifang Li, Peiyuan Yin, Lina Zhou, Jinhu Fan, Xin Huang, Xiaohui Lin, Youlin Qiao, Guowang Xu. A Novel Analysis Method for Biomarker Identification Based on Horizontal Relationship: Identifying Potential Biomarkers from Large-scale Hepatocellular Carcinoma Metabolomics Data. Analytical and Bioanalytical Chemistry, 2019, 411, 6377-6386..

10 Xin Huang, Xiaohui Lin, Lina Zhou, Benzhe Su,Analyzing Omics Data by Pair-Wise Feature Evaluation with Horizontal and Vertical Comparisons,Journal of Pharmaceutical and Biomedical Analysis.2018,157:20-26.



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Research Focus

  • 机器学习,数据挖掘。