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Tree-based ensemble methods and their applications in analytical chemistry
Cao, Dong-Sheng1; Xu, Qing-Song2; Zhang, Liang-Xiao3; Huang, Jian-Hua1; Liang, Yi-Zeng1
KeywordChemometrics Classification And Regression Tree (Cart) Cluster Analysis Complex Data Ensemble Algorithm Kernel Method Outlier Detection Pattern Analysis Tree-based Ensemble Variable Selection
Source PublicationTRAC-TRENDS IN ANALYTICAL CHEMISTRY
2012-11-01
DOI10.1016/j.trac.2012.07.012
Volume40Pages:158-167
Indexed BySCI
SubtypeArticle
WOS HeadingsScience & Technology ; Physical Sciences
WOS SubjectChemistry, Analytical
WOS Research AreaChemistry
WOS KeywordMULTIVARIATE REGRESSION TREES ; FEATURE-SELECTION TECHNIQUES ; RANDOM FOREST ; OUTLIER DETECTION ; COMPOUND CLASSIFICATION ; DECISION TREES ; PREDICTION ; ALGORITHM ; TOOL ; CHEMOMETRICS
AbstractLarge amounts of data from high-throughput analytical instruments have generally become more and more complex, bringing a number of challenges to statistical modeling. To understand complex data further, new statistically-efficient approaches are urgently needed to:
Language英语
WOS IDWOS:000310825000021
Citation statistics
Cited Times:11[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://cas-ir.dicp.ac.cn/handle/321008/138002
Collection中国科学院大连化学物理研究所
Affiliation1.Cent S Univ, Res Ctr Modernizat Tradit Chinese Med, Changsha 410083, Peoples R China
2.Cent S Univ, Sch Math & Stat, Changsha 410083, Peoples R China
3.Chinese Acad Sci, Dalian Inst Chem Phys, Key Lab Separat Sci Analyt Chem, Dalian 116023, Peoples R China
Recommended Citation
GB/T 7714
Cao, Dong-Sheng,Xu, Qing-Song,Zhang, Liang-Xiao,et al. Tree-based ensemble methods and their applications in analytical chemistry[J]. TRAC-TRENDS IN ANALYTICAL CHEMISTRY,2012,40:158-167.
APA Cao, Dong-Sheng,Xu, Qing-Song,Zhang, Liang-Xiao,Huang, Jian-Hua,&Liang, Yi-Zeng.(2012).Tree-based ensemble methods and their applications in analytical chemistry.TRAC-TRENDS IN ANALYTICAL CHEMISTRY,40,158-167.
MLA Cao, Dong-Sheng,et al."Tree-based ensemble methods and their applications in analytical chemistry".TRAC-TRENDS IN ANALYTICAL CHEMISTRY 40(2012):158-167.
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