| Partial least squares and random sample consensus in outlier detection | |
Peng, Jiangtao; Peng, Silong ; Hu, Yong; Jiangtao Peng∗,
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| 发表期刊 | ANALYTICA CHIMICA ACTA
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| 2012-03-16 | |
| 卷号 | 719期号:719页码:24– 29 |
| 文章类型 | Article |
| 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. |
| 关键词 | Partial Least Squares random Sample Consensus outlier Detection leave-one-out Cross Validation |
| WOS标题词 | Science & Technology ; Physical Sciences |
| 关键词[WOS] | REGRESSION ; CALIBRATION |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS研究方向 | Chemistry |
| WOS类目 | Chemistry, Analytical |
| WOS记录号 | WOS:000302277900004 |
| 引用统计 | |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.ia.ac.cn/handle/173211/2902 |
| 专题 | 智能制造技术与系统研究中心_多维数据分析（彭思龙）-技术团队 |
| 通讯作者 | Jiangtao Peng∗, |
| 推荐引用方式 GB/T 7714 | Peng, Jiangtao,Peng, Silong,Hu, Yong,et al. Partial least squares and random sample consensus in outlier detection[J]. ANALYTICA CHIMICA ACTA,2012,719(719):24– 29. |
| APA | Peng, Jiangtao,Peng, Silong,Hu, Yong,&Jiangtao Peng∗,.(2012).Partial least squares and random sample consensus in outlier detection.ANALYTICA CHIMICA ACTA,719(719),24– 29. |
| MLA | Peng, Jiangtao,et al."Partial least squares and random sample consensus in outlier detection".ANALYTICA CHIMICA ACTA 719.719(2012):24– 29. |
| 条目包含的文件 | 条目无相关文件。 | |||||
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