基本信息Personal Information
教授博士生导师
硕士生导师
主要任职:无
性别:女
毕业院校:大连理工大学
学位:博士
在职信息:在职
所在单位:计算机科学与技术学院
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个人简介Personal Profile
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. Xin Huang, Xiaohui Lin*, Jun Zeng, Lichao Wang, Peiyuan Yin, Lina Zhou, Chunxiu Hu & Weihong Yao. A Computational Method of Defining Potential Biomarkers based on Differential Sub-Networks, Scientific Reports, 2017, 7: 14339.
2. Xin Huang#, Jun Zeng#, Lina Zhou, Chunxiu Hu, Peiyuan Yin* & Xiaohui Lin*. A new strategy for analyzing time-series data using dynamic networks: identifying prospective biomarkers of hepatocellular carcinoma. Scientific Reports, 2016, 6: 32448.
3. Weijian Zhang, Lina Zhou, et al. A weighted relative difference accumulation algorithm for dynamic metabolomics data: long-term elevated serum bile acids are risk factors for hepatocellular carcinoma. Scientific Reports, 2015, 5: 8984.
4. Zeng Jun, Xin Huang. Lina Zhou, Yexiong Tan, Chunxiu Hu, Xiaomei Wang, Junqi Niu, Hongyang Wang, Xiaohui Lin*, Peiyuan Yin*. Metabolomics identifies biomarker pattern for early diagnosis of hepatocellular carcinoma: from Diethylnitrosamine treated rats to patients, Scientific Reports, 5: 16101.
5. Xiaohui Lin, Jiuchong Gao, et al. A modified k-TSP algorithm and its application in LC-MS-based metabolomics study of hepatocellular carcinoma and chronic liver diseases. Journal of Chromatography B, 2014, 966: 100-108.
6. Xiaohui Lin, Fufang Yang, et al. A support vector machine-recursive feature elimination feature selection method based on artificial contrast variables and mutual information, Journal of Chromatography B. 2012, 910: 149-155.
7. 林晓惠,明迪,等. MS-IAS: 集成的质谱代谢组学数据分析系统. 分析化学,2012,40(9): 1366-1373.
8. Xiaohui Lin, Quancai Wang, et al. A method for handling metabonomics data from liquid chromatography/mass spectrometry: combinational use of support vector machine recursive feature elimination, genetic algorithm and random forest for feature selection. Metabolomics, 2011, 7(4): 549-558.
9. Jing Chen, Yang Zhang, et al. Application of L-EDA in metabonomics data handling: global metabolite profiling and potential biomarker discovery of epithelial ovarian cancer prognosis. Metabolomics, 2011, 7(4):614-622.
10. Xiaohui Lin, Yang Zhang, et al. Classification and differential metabolite discovery of liver diseases based on plasma metabolic profiling and support vector machines. Journal of Separation Science, 2011, 34(21): 3029-3036.
教育经历Education Background
工作经历Work Experience
研究方向Research Focus
社会兼职Social Affiliations
机器学习,数据挖掘。
基本信息Personal Information
教授博士生导师
硕士生导师
主要任职:无
性别:女
毕业院校:大连理工大学
学位:博士
在职信息:在职
所在单位:计算机科学与技术学院
电子邮箱:
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当前位置: 算法设计与分析 >> 科学研究
研究领域
论文成果 More>>
Lin, Xiaohui,Li, Chao,Ren, Weijie,Luo, Xiao,Qi, Yanpeng.A new feature selection method based on symmetrical uncertainty and interaction gain[J],COMPUTATIONAL BIOLOGY AND CHEMISTRY,2019,83:107149
Su, Benzhe,Lin, Xiaohui,Qiao, Youlin,Xu, Guowang,Luo, Ping,Yang, Zhao,Yu, Pei,Li, Zaifang,Yin, Peiyuan,Zhou, Lina,Fan, Jinhu,Huang, Xin.A novel analysis method for biomarker identification based on horizontal relationship: identifying potential biomarkers from large-scale hepatocellular carcinoma metabolomics data[J],ANALYTICAL AND BIOANALYTICAL CHEMISTRY,2019,411(24,SI):6377-6386
Wang, Lichao,Yin, Peiyuan,Peng, Xiaojun,Lu, Xin,Lin, Xiaohui,Xu, Guowang,Su, Benzhe,Zeng, Zhongda,Li, Chao,Zhao, Xinjie,Lv, Wangjie,Xuan, Qiuhui,Ouyang, Yang,Zhou, Lina.Ion-Pair Selection Method for Pseudotargeted Metabolomics Based on SWATH MS Acquisition and Its Application in Differential Metabolite Discovery of Type 2 Diabetes[J],ANALYTICAL CHEMISTRY,2018,90(19):11401-11408
Wang, Xingyuan,Zhou, Wenjie,Li, Rui,Cao, Jianye,Lin, Xiaohui.Improving robustness of interdependent networks by a new coupling strategy[J],PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS,2018,492:1075-1080
Huang, Xin,Lin, Xiaohui,Zhou, Lina,Su, Benzhe.Analyzing omics data by pair-wise feature evaluation with horizontal and vertical comparisons.[J],Journal of pharmaceutical and biomedical analysis,2018,157:20-26
林晓惠.Selecting Feature Subsets Based on SVM-RFE and the Overlapping Ratio with Applications in Bioinformatics[J],Molecules,2018,23(1):52-
专利
利用L-EDA筛选卵巢癌体液预后标记物的方法
一种通用的气相色谱-质谱全组分定量分析方法
一种基于保留时间锁定气相色谱四极杆质谱选择性离子扫描的化学轮廓分析方法
一种生物标志物筛选方法
一种基于动态网络图分析的时间序列数据处理方法
一种代谢组学数据随机误差的筛选和校正方法
著作成果
暂无内容
科研项目
代谢组学中时间序列算法及应用研究, 国家自然科学基金项目, 2013/09/25-2017/12/31, 完成
基本信息Personal Information
教授博士生导师
硕士生导师
主要任职:无
性别:女
毕业院校:大连理工大学
学位:博士
在职信息:在职
所在单位:计算机科学与技术学院
电子邮箱:
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研究领域
当前位置: 算法设计与分析 >> 科学研究 >> 研究领域基本信息Personal Information
教授博士生导师
硕士生导师
主要任职:无
性别:女
毕业院校:大连理工大学
学位:博士
在职信息:在职
所在单位:计算机科学与技术学院
电子邮箱:
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论文成果
当前位置: 算法设计与分析 >> 科学研究 >> 论文成果[1]Lin, Xiaohui,Li, Chao,Ren, Weijie,Luo, Xiao,Qi, Yanpeng.A new feature selection method based on symmetrical uncertainty and interaction gain[J],COMPUTATIONAL BIOLOGY AND CHEMISTRY,2019,83:107149
[2]Su, Benzhe,Lin, Xiaohui,Qiao, Youlin,Xu, Guowang,Luo, Ping,Yang, Zhao,Yu, Pei,Li, Zaifang,Yin, Peiyuan,Zhou, Lina,Fan, Jinhu,Huang, Xin.A novel analysis method for biomarker identification based on horizontal relationship: identifying potential biomarkers from large-scale hepatocellular carcinoma metabolomics data[J],ANALYTICAL AND BIOANALYTICAL CHEMISTRY,2019,411(24,SI):6377-6386
[3]Wang, Lichao,Yin, Peiyuan,Peng, Xiaojun,Lu, Xin,Lin, Xiaohui,Xu, Guowang,Su, Benzhe,Zeng, Zhongda,Li, Chao,Zhao, Xinjie,Lv, Wangjie,Xuan, Qiuhui,Ouyang, Yang,Zhou, Lina.Ion-Pair Selection Method for Pseudotargeted Metabolomics Based on SWATH MS Acquisition and Its Application in Differential Metabolite Discovery of Type 2 Diabetes[J],ANALYTICAL CHEMISTRY,2018,90(19):11401-11408
[4]Wang, Xingyuan,Zhou, Wenjie,Li, Rui,Cao, Jianye,Lin, Xiaohui.Improving robustness of interdependent networks by a new coupling strategy[J],PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS,2018,492:1075-1080
[5]Huang, Xin,Lin, Xiaohui,Zhou, Lina,Su, Benzhe.Analyzing omics data by pair-wise feature evaluation with horizontal and vertical comparisons.[J],Journal of pharmaceutical and biomedical analysis,2018,157:20-26
[6]林晓惠.Selecting Feature Subsets Based on SVM-RFE and the Overlapping Ratio with Applications in Bioinformatics[J],Molecules,2018,23(1):52-
[7]Lin Xiaohui,Li Chao,Zhang Yanhui,Su Benzhe,Fan Meng,Wei Hai.Selecting Feature Subsets Based on SVM-RFE and the Overlapping Ratio with Applications in Bioinformatics.[J],Molecules (Basel, Switzerland),2017,23(1)
[8]Huang, Xin,Lin, Xiaohui,Zeng, Jun,Wang, Lichao,Yin, Peiyuan,Zhou, Lina,Hu, Chunxiu,Yao, Weihong.A Computational Method of Defining Potential Biomarkers based on Differential Sub-Networks[J],SCIENTIFIC REPORTS,2017,7(1):14339
[9]Li, Lili,Ren, Weijie,Kong, Hongwei,Zhao, Chunxia,Zhao, Xinjie,Lin, Xiaohui,Lu, Xin,Xu, Guowang.An alignment algorithm for LC-MS-based metabolomics dataset assisted by MS/MS information[J],ANALYTICA CHIMICA ACTA,2017,990:96-102
[10]Liu, Shuxin,Chang, Ming,Xu, Guowang,Wang, Lichao,Hu, Chunxiu,Huang, Xin,Liu, Hong,Xuan, Qiuhui,Lin, Xiaohui,Peng, Xiaojun,Lu, Xin.Plasma metabolomics profiling of maintenance hemodialysis based on capillary electrophoresis - time of flight mass spectrometry[J],SCIENTIFIC REPORTS,2017,7(1):8150
[11]Zhang, Hao,Wang, Xing-Yuan,Lin, Xiao-Hui.Topology Identification and Module-Phase Synchronization of Neural Network With Time Delay[J],IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,2017,47(6):885-892
[12]林晓惠,王珏.基于相关性组合变量的色谱数据分析方法[A],2017,121-122
[13]王占杰,林晓惠.Research and exploration practices and innovation cultivate talents[A],2017,v8(1):19-23
[14]林晓惠,姚卫红.A Computational Method of Defining Potential Biomarkers based on Differential Sub-Network[J],Scientific Reports,2017,7:14339-
[15]Zhang Hao,Wang Xing-yuan,Wang Si-wei,Guo Kang,Lin Xiao-hui.Application of coupled map lattice with parameter q in image encryption[J],OPTICS AND LASERS IN ENGINEERING,2017,88:65-74
[16]Zhang, Hao,Wang, Xing-yuan,Lin, Xiao-hui.Stability and Control of Fractional Chaotic Complex Networks with Mixed Interval Uncertainties[J],ASIAN JOURNAL OF CONTROL,2017,19(1):106-115
[17]Li, Lishuang,Zheng, Jieqiong,Wan, Jia,Huang, Degen,Lin, Xiaohui.Biomedical Event Extraction via Long Short Term Memory Networks along Dynamic Extended Tree[A],IEEE International Conference on Bioinformatics and Biomedicine (IEEE BIBM),2016,739-742
[18]Huang, Xin,Zeng, Jun,Zhou, Lina,Hu, Chunxiu,Yin, Peiyuan,Lin, Xiaohui.A New Strategy for Analyzing Time-Series Data Using Dynamic Networks: Identifying Prospective Biomarkers of Hepatocellular Carcinoma[J],SCIENTIFIC REPORTS,2016,6:32448
[19]王晓梅,林晓惠,黄鑫.基于特征有效范围的前向特征选择及融合分类算法[J],小型微型计算机系统,2016,37(6):1159-1163
[20]Luo, Ping,Yin, Peiyuan,Zhang, Weijian,Zhou, Lina,Lu, Xin,Lin, Xiaohui,Xu, Guowang.Optimization of large-scale pseudotargeted metabolomics method based on liquid chromatography-mass spectrometry[J],JOURNAL OF CHROMATOGRAPHY A,2016,1437:127-136
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基本信息Personal Information
教授博士生导师
硕士生导师
主要任职:无
性别:女
毕业院校:大连理工大学
学位:博士
在职信息:在职
所在单位:计算机科学与技术学院
电子邮箱:
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个人学术主页
专利
当前位置: 算法设计与分析 >> 科学研究 >> 专利利用L-EDA筛选卵巢癌体液预后标记物的方法
一种通用的气相色谱-质谱全组分定量分析方法
一种基于保留时间锁定气相色谱四极杆质谱选择性离子扫描的化学轮廓分析方法
一种生物标志物筛选方法
一种基于动态网络图分析的时间序列数据处理方法
一种代谢组学数据随机误差的筛选和校正方法
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基本信息Personal Information
教授博士生导师
硕士生导师
主要任职:无
性别:女
毕业院校:大连理工大学
学位:博士
在职信息:在职
所在单位:计算机科学与技术学院
电子邮箱:
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著作成果
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基本信息Personal Information
教授博士生导师
硕士生导师
主要任职:无
性别:女
毕业院校:大连理工大学
学位:博士
在职信息:在职
所在单位:计算机科学与技术学院
电子邮箱:
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科研项目
当前位置: 算法设计与分析 >> 科学研究 >> 科研项目代谢组学中时间序列算法及应用研究, 国家自然科学基金, 2013/09/25-2017/12/31, 完成
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