化学建模中若干重要问题的基础研究

21275164
2012
B0310.化学信息学与人工智能
梁逸曾
面上项目
教授
中南大学
80万元
化学信息学;化学计量学;变量选择;模型评价;可靠应用域
2013-01-01到2016-12-31
  • 中英文摘要
  • 结题摘要
  • 结题报告
  • 项目成果
  • 项目参与人
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序号 标题 类型 作者
1 A novel variable selection approach that iteratively optimizes variable space using weighted binary matrix sampling 期刊论文 Deng, Bai-chuan|Yun, Yong-huan|Liang, Yi-zeng|Yi, Lun-zhao|
2 A novel tree kernel partial least squares for modeling the structure-activity relationship 期刊论文 Huang, Xin|Cao, Dong-Sheng|Xu, Qing-Song|Liang, Yi-Zeng|
3 Informative metabolites identification by variable importance analysis based on random variable combination 期刊论文 Yan, Jun|Huang, Xin|Yi, Lun-Zhao|Liang, Yi-Zeng|
4 A multiplex approach for the UPLC-PDA-MS/MS data: analysis of licorice 期刊论文 Dong, Nai-Ping|Pan, Lang-Sheng|Liu, Ping-Le|Liang, Yi-Zeng|
5 Recursive Wavelet Peak Detection of Analytical Signals 期刊论文 Ma, Pan|Peng, Ying|Lu, Hongmei|Liang, Yizeng|
6 Systematic and practical solvent system selection strategy based on the nonrandom two-liquid segment activity coefficient model for real-life counter-current chromatography separation 期刊论文 Deng, Bai-Chuan|Lu, Hong-Mei|Chen, Xiao-Qing|Liang, Yi-Zeng|
7 化学建模与模型集群分析 期刊论文 云永欢|邓百川|梁逸曾|
8 An efficient method of wavelength interval selection based on random frog for multivariate spectral calibration 期刊论文 Wang, Jia-Jun|Cao, Dong-Sheng|Xu, Qing-Song|Liang, Yi-Zeng|
9 A Combinational Strategy of Model Disturbance and Outlier Comparison to Define Applicability Domain in Quantitative Structural Activity Relationship 期刊论文 Lu, Hong-Bing|Yun, Yong-Huan|Huang, Jian-Hua|Liang, Yi-Zeng|
10 Rapid analysis of polysaccharides contents in Glycyrrhiza by near infrared spectroscopy and chemometrics 期刊论文 Fan, Wei|Liang, Yi-Zeng|Yu, Yue|Tang, Wen-Xian|
11 A new strategy to prevent over-fitting in partial least squares models based on model population analysis 期刊论文 Cao, Dong-Sheng|Xu, Qing-Song|Yi, Lun-Zhao|Huang, Xin|
12 Parallel formula generator based on branch-and-bound algorithm for elucidating high resolution mass spectra 期刊论文 Zhang, Zhimin|Chen, Chen|Lu, Hongmei|Liang, Yizeng|
13 Purification, partial characterization and antioxidant activity of polysaccharides from Glycyrrhiza uralensis 期刊论文 Zhang, Ci-Hai|Yu, Yue|Liang, Yi-Zeng|Chen, Xiao-Qing|
14 Simultaneous determination of lead and tin at the bismuth film electrode by square wave stripping voltammetry and chemometric methods 期刊论文 Fan, Wei|Zhang, Zhiming|Yun, Yonghuan|Liang, Yizeng|
15 A perspective demonstration on the importance of variable selection in inverse calibration for complex analytical systems 期刊论文 Xie, Gui-Xiang|Li, Hong-Dong|Cao, Dong-Sheng|Xu, Qing-Song|
16 A modified random forest approach to improve multi-class classification performance of tobacco leaf grades coupled with NIR spectroscopy 期刊论文 Fan, Wei|Zhou, Ji-Heng|Yun, Yong-Huan|Liang, Yi-Zeng|
17 Effects of injection volume on chromatographic features and resolution in the process of counter-current chromatography 期刊论文 Yang, Zhao-Hui|Liang, Yi-Zeng|Fan, Wei|Ding, Qiong|
18 Nonlinear alignment of chromatograms by means of moving window fast Fourier transfrom cross-correlation 期刊论文 Lu, Hong-Mei|Zheng, Yi-Bao|Zhan, De-Jian|Liang, Yi-Zeng|
19 PyDPI: Freely Available Python Package for Chemoinformatics, Bioinformatics, and Chemogenomics Studies 期刊论文 Yan, Jun|Tan, Gui-Shan|Xu, Qing-Song|Liu, Shao|
20 Using random forest to classify linear B-cell epitopes based on amino acid properties and molecular features 期刊论文 Xie, Hua-Lin|Fu, Liang|Liang, Yi-Zeng|Lu, Hong-Mei|
21 A bootstrapping soft shrinkage approach for variable selection in chemical modeling 期刊论文 Wang, Wei-Ting|Lu, Hong-Mei|Luo, Qian-Yi|Liang, Yi-Zeng|
22 Morphological weighted penalized least squares for background correction 期刊论文 Zhang, Zhi-Min|Zheng, Yi-Bao|Liang, Yi-Zeng|Wang, Hong|
23 Shrunken centroids regularized discriminant analysis as a promising strategy for metabolomics data exploration 期刊论文 Liu, Xinbo|Yi, Lunzhao|Liang, Yi-Zeng|Zhang, Chao-Ping|
24 A simple idea on applying large regression coefficient to improve the genetic algorithm-PLS for variable selection in multivariate calibration 期刊论文 Ren, Da-Bing|Xu, Qing-Song|Yu, Ling|Liang, Yi-Zeng|
25 Large-scale prediction of drug-target interactions using protein sequences and drug topological structures 期刊论文 Lu, Hong-Mei|Huang, Jian-Hua|Hu, Qian-Nan|Liang, Yi-Zeng|
26 QSRR Study on Flavor Compounds of Diverse Structures on Different Columns with the Help of New Chemometric Methods 期刊论文 Guo, Fang-Qiu|Yan, Jun|Cao, Dong-Sheng|Liang, Yi-Zeng|
27 Supervised principal components: a new method for multivariate spectral analysis 期刊论文 Zhang, Zhi-Min|Liang, Yi-Zeng|Shu, Ru-Xin|Yang, Kai|
28 Calibration transfer via an extreme learning machine auto-encoder 期刊论文 Bin, Jun|Lu, Hong-Mei|Zhang, Zhi-Min|Liang, Yi-Zeng|
29 Simultaneous determination of traces amounts of cadmium, zinc, and cobalt based on UV-Vis spectrometry combined with wavelength selection and partial least squares regression 期刊论文 Shan, Yang|Li, Gaoyang|Yang, Zhenyu|Yu, Ling|
30 Application of fast Fourier transform cross-correlation and mass spectrometry data for accurate alignment of chromatograms 期刊论文 Zhan, De-Jian|Huang, Jian-Hua|Yun, Yong-Huan|Xie, Hua-Lin|
31 A strategy that iteratively retains informative variables for selecting optimal variable subset in multivariate calibration 期刊论文 Li, Hong-Dong|Cao, Dong-Sheng|Lu, Hong-Mei|Xu, Qing-Song|
32 Simultaneous determination of neutral and uronic sugars based on UV-vis spectrometry combined with PLS 期刊论文 Zhang, Ci-Hai|Yun, Yong-Huan|Zhang, Zhi-Min|Liang, Yi-Zeng|
33 Mixture analysis using reverse searching and non-negative least squares 期刊论文 Xu, Deng|Zhou, Jack|Ye, Fei|Yang, Zheng-Yu|
34 ChemoPy: freely available python package for computational biology and chemoinformatics 期刊论文 Cao, Dong-Sheng|Xu, Qing-Song|Hu, Qian-Nan|Liang, Yi-Zeng|
35 propy: a tool to generate various modes of Chou's PseAAC 期刊论文 Cao, Dong-Sheng|Xu, Qing-Song|Liang, Yi-Zeng|
36 Selective iteratively reweighted quantile regression for baseline correction 期刊论文 Wei, Yangchao|Liang, Yizeng|Chen, Yong|Zhang, Chaoping|
37 The continuity of sample complexity and its relationship to multivariate calibration: A general perspective on first-order calibration of spectral data in analytical chemistry 期刊论文 Liang, Yi-Zeng|Long, Xu-Xia|Yun, Yong-Huan|Xu, Qing-Song|
38 The equivalence of partial least squares and principal component regression in the sufficient dimension reduction framework 期刊论文 Deng, Bai-Chuan|Xu, Qing-Song|Yun, Yong-Huan|Liang, Yi-Zeng|
39 Chemical fingerprinting of Su-He-Xiang-Wan and attribution of major characteristic peaks for its quality control by GC-MS 期刊论文 Lin Juan|Zhang Liang-xiao|Zhang Ming-yue|Liang Yi-zeng|
40 Representative subset selection and outlier detection via isolation forest 期刊论文 Wen, Ming|Lu, Hong-Mei|Zhang, Zhi-Min|Liang, Yi-Zeng|
41 Kernel k-nearest neighbor classifier based on decision tree ensemble for SAR modeling analysis 期刊论文 Xu, Qing-Song|Cao, Dong-Sheng|Luo, Yi-Ping|Liang, Yi-Zeng|
42 Using variable combination population analysis for variable selection in multivariate calibration 期刊论文 Ren, Da-Bing|Liang, Yi-Zeng|Fan, Wei|Xu, Qing-Song|
43 Prediction of Peptide Fragment Ion Mass Spectra by Data Mining Techniques 期刊论文 Yi, Lun-zhao|Lu, Hong-mei|He, Min|Fan, Wei|
44 Application of sparse linear discriminant analysis for metabolomics data 期刊论文 Zhang, Zhimin|Chen, Chen|Liu, Xinbo|Liang, Yizeng|
45 拉曼光谱法快速测定汽油中芳烃和烯烃含量研究 期刊论文 徐贺明|李建华|崔建方|梁逸曾|
46 Classification of Green and Black Teas by PCA and SVM Analysis of Cyclic Voltammetric Signals from Metallic Oxide-Modified Electrode 期刊论文 Zhang, Zhimin|Huang, Jianhua|Shu, RuXin|Yang, Kai|
47 Retention Indices for Identification of Aroma Compounds by GC: Development and Application of a Retention Index Database 期刊论文 Zhu, Wei-Wei|Zhong, Xuan|Sun, Qiong|Liang, Yi-Zeng|
48 Iteratively variable subset optimization for multivariate calibration 期刊论文 Yun, Yonghuan|Deng, Baichuan|Fan, Wei|Liang, Yizeng|
49 Separation of nine compounds from Salvia plebeia R.Br. using two-step high-speed counter-current chromatography with different elution modes 期刊论文 Yun, Yong-Huan|Lu, Hong-Mei|Chen, Xiao-Qing|Liang, Yi-Zeng|
50 Correlation and prediction of partition coefficient using nonrandom two-liquid segment activity coefficient model for solvent system selection in counter-current chromatography separation 期刊论文 Liang, Yi-Zeng|Ding, Qiong|Chen, Chen|Ouyang, Mei-Lan|
51 Prediction of retention indices for frequently reported compounds of plant essential oils using multiple linear regression, partial least squares, and support vector machine 期刊论文 Yang, Rui|Kong, Bo|Xu, Qing-Song|Liang, Yi-Zeng|
52 Separation of phenolic acids and flavonoids from Trollius chinensis Bunge by high speed counter-current chromatography 期刊论文 Liang, Yizeng|Ren, Dabing|Qiu, Ximin|Li, Xi|
53 A new method for wavelength interval selection that intelligently optimizes the locations, widths and combinations of the intervals 期刊论文 Ma, Pan|Lin, Chen-Chen|Ren, Da-Bing|Liang, Yi-Zeng|
54 Ferrocenoyl Phenylalanine: A New Strategy Toward Supramolecular Hydrogels with Multistimuli Responsive Properties 期刊论文 Deng, Liu|Yang, Minghui|Liang, Yizeng|Zhang, Yi|
55 Using nonrandom two-liquid model for solvent system selection in counter-current chromatography 期刊论文 Yun, Yong-Huan|Lu, Hong-Mei|Chen, Xiao-Qing|Liang, Yi-Zeng|
56 Application of random forests to select premium quality vegetable oils by their fatty acid composition 期刊论文 Wang, Jian-bing|Liang, Yi-zeng|Yu, Ling|Yang, Zhen-yu|
57 Comparisons of Five Algorithms for Chromatogram Alignment 期刊论文 Zheng, Yi-Bao|Liang, Yi-Zeng|Yang, Zhen Yu|Yu, Ling|
58 Genome-Scale Screening of Drug-Target Associations Relevant to K-i Using a Chemogenomics Approach 期刊论文 Zhou, Guang-Hua|Zhang, Liu-Xia|Deng, Zi-xin|Liu, Shao|
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