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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
关键词Chemometrics Classification And Regression Tree (Cart) Cluster Analysis Complex Data Ensemble Algorithm Kernel Method Outlier Detection Pattern Analysis Tree-based Ensemble Variable Selection
刊名TRAC-TRENDS IN ANALYTICAL CHEMISTRY
2012-11-01
DOI10.1016/j.trac.2012.07.012
40页:158-167
收录类别SCI
文章类型Article
WOS标题词Science & Technology ; Physical Sciences
类目[WOS]Chemistry, Analytical
研究领域[WOS]Chemistry
关键词[WOS]MULTIVARIATE REGRESSION TREES ; FEATURE-SELECTION TECHNIQUES ; RANDOM FOREST ; OUTLIER DETECTION ; COMPOUND CLASSIFICATION ; DECISION TREES ; PREDICTION ; ALGORITHM ; TOOL ; CHEMOMETRICS
英文摘要Large 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:
语种英语
WOS记录号WOS:000310825000021
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被引频次:9[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://cas-ir.dicp.ac.cn/handle/321008/138002
专题中国科学院大连化学物理研究所
作者单位1.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
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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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