Partial least squares and random sample consensus in outlier detection
文献类型：期刊论文
| 作者 | Peng, Jiangtao; Peng, Silong ; Hu, Yong
|
| 刊名 | ANALYTICA CHIMICA ACTA
 |
| 出版日期 | 2012-03-16 |
| 卷号 | 719页码:24-29 |
| 关键词 | Partial least squares Random sample consensus Outlier detection Leave-one-out cross validation |
| 英文摘要 | A novel outlier detection method in partial least squares based on random sample consensus is proposed. The proposed algorithm repeatedly generates partial least squares solutions estimated from random samples and then tests each solution for the support from the complete dataset for consistency. A comparative study of the proposed method and leave-one-out cross validation in outlier detection on simulated data and near-infrared data of pharmaceutical tablets is presented. In addition, a comparison between the proposed method and PLS. RSIMPLS, PRM is provided. The obtained results demonstrate that the proposed method is highly efficient. (C) 2012 Elsevier B.V. All rights reserved. |
| WOS标题词 | Science & Technology ; Physical Sciences |
| 类目[WOS] | Chemistry, Analytical |
| 研究领域[WOS] | Chemistry |
| 关键词[WOS] | REGRESSION ; CALIBRATION |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000302277900004 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/2902]  |
| 专题 | 自动化研究所_智能制造技术与系统研究中心_多维数据分析团队 |
| 作者单位 | Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Peng, Jiangtao,Peng, Silong,Hu, Yong. Partial least squares and random sample consensus in outlier detection[J]. ANALYTICA CHIMICA ACTA,2012,719:24-29. |
| APA | Peng, Jiangtao,Peng, Silong,&Hu, Yong.(2012).Partial least squares and random sample consensus in outlier detection.ANALYTICA CHIMICA ACTA,719,24-29. |
| MLA | Peng, Jiangtao,et al."Partial least squares and random sample consensus in outlier detection".ANALYTICA CHIMICA ACTA 719(2012):24-29. |
入库方式： OAI收割
来源：自动化研究所
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