Tree-based ensemble methods and their applications in analytical chemistry
文献类型：期刊论文
| 作者 | Cao, Dong-Sheng1; Xu, Qing-Song2; Zhang, Liang-Xiao3; Huang, Jian-Hua1; Liang, Yi-Zeng1 |
| 刊名 | trac-trends in analytical chemistry
 |
| 出版日期 | 2012-11-01 |
| 卷号 | 40页码:158-167 |
| 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 |
| 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: |
| 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 |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000310825000021 |
| 公开日期 | 2015-11-10 |
| 源URL | [http://159.226.238.44/handle/321008/138002]  |
| 专题 | 大连化学物理研究所_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 |
| 推荐引用方式 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. |
入库方式： OAI收割
来源：大连化学物理研究所
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