文献类型: 外文期刊
第一作者: Zhang, Liangxiao
作者: Zhang, Liangxiao;Wang, Du;Li, Peiwu;Zhang, Wen;Mao, Jin;Yu, Li;Ding, Xiaoxia;Zhang, Qi;Zhang, Wen;Li, Peiwu;Zhang, Qi;Zhang, Liangxiao;Li, Peiwu;Mao, Jin;Ding, Xiaoxia;Zhang, Liangxiao;Wang, Du;Li, Peiwu;Zhang, Wen;Yu, Li;Zhang, Liangxiao;Gao, Rongrong
作者机构:
关键词: Outlier detection;Monte-Carlo sampling;Partial least squares regression;Multivariate calibration
期刊名称:CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS ( 影响因子:3.491; 五年影响因子:3.839 )
ISSN:
年卷期:
页码:
收录情况: SCI
摘要: Highly predictive multivariate calibration model depends on samples in training set. In this study, we introduced an outlier detection method and developed its improvement for shorter run time. Improved Monte-Carlo outlier detection (IMCOD) was proposed to establish cross-prediction models for determining normal samples, which were subsequently used to analyze the distribution of prediction errors for all of dubious samples together. Four real datasets were employed to illustrate and validate the performance of IMCOD. After sample selection for training set of NIR of soy flour samples, the Root Mean Square Error of Prediction (RMSEP) of PIS model decreased from 1.4811 to 0.7650. This method benefits the establishment of a good model for QSAR and NIR datasets. (C) 2015 Elsevier B.V. All rights reserved.
分类号: TB9
- 相关文献
作者其他论文 更多>>
-
Dual-template magnetic molecularly imprinted polymers for selective extraction and sensitive detection of aflatoxin B1 and benzo(α)pyrene in environmental water and edible oil
作者:Wang, Shenling;Hu, Xiaofeng;Wu, Wenqin;Wang, Du;Li, Peiwu;Zhang, Zhaowei;Zhang, Zhaowei
关键词:Dual dummy template; Surface molecularly imprinting; Magnetic solid phase extraction; Water sample
-
Silicon Improves the Plant Growth and Fruit Quality of Cherry Tomato (Solanum lycopersicum var. cerasiforme) under Nitrogen Imbalance by Modulating Nitrogen Assimilation and Photosynthesis
作者:Lei, Fei;Pan, Xiaozhong;Zhang, Zhijun;Zhang, Wen;Tan, Hao;Liu, Hailin;Lin, Huiru;Yang, Mei
关键词:Nitrogen; Silicon; Cherry tomato; Plant growth; Fruit quality
-
Moderate elimination of mycotoxins in vegetable oil triggered by superoxide anion and singlet oxygen
作者:Yang, Xianglong;Cheng, Ling;Yu, Li;Qi, Xin;Zhang, Liangxiao;Zhang, Qi;Mao, Jin;Li, Peiwu;Zhang, Liangxiao;Zhang, Qi;Mao, Jin;Li, Peiwu
关键词:Mycotoxins; Reactive oxygen species; Photodegradation; Bi2WO6
-
Host-induced silencing of MpPar6 confers Myzus persicae resistance in transgenic rape plants
作者:Zhang, Qi;Zhan, Wenqin;Chang, Ling;Dong, Yi;Zhang, Jiang;Li, Chao;Zhang, Jiang
关键词:oilseed rape; pest control; aphid; double -stranded RNA; RNA interference
-
Identification of XTH Family Genes and Expression Analysis of Endosperm Weakening in Lettuce (Lactuca sativa L.)
作者:Zhang, Qi;Zhang, Aixia;Bei, Jinlong;Chen, Bingxian;Yang, Le;Wei, Jinpeng;Xu, Zhenjiang;Wang, Xiaofeng
关键词:lettuce; XTH genes family; endosperm weakening; seed germination; gene expression; stress
-
Reverse design of haptens based on antigen spatial conformation to prepare anti-capsaicinoids&gingerols antibodies for monitoring of gutter cooking oil
作者:Nie, Kunying;Zhang, Jiali;Xu, Haitao;Ren, Keyun;Yu, Chunlei;Li, Falan;Yang, Qingqing;Zhang, Qi;Nie, Kunying;Zhang, Jiali;Xu, Haitao;Ren, Keyun;Yu, Chunlei;Li, Falan;Yang, Qingqing;Nie, Kunying;Zhang, Jiali;Xu, Haitao;Ren, Keyun;Yu, Chunlei;Li, Falan;Yang, Qingqing;Zhang, Qi;Zhang, Qi
关键词:Gutter cooking oil; Broad-spectrum monoclonal antibodies; Molecular docking; Virtual screening
-
Investigating the Impact of Origins on the Quality Characteristics of Celery Seeds Based on Metabolite Analysis through HS-GC-IMS, HS-SPME-GC-MS and UPLC-ESI-MS/MS
作者:Yan, Jun;He, Lizhong;Huang, Zhiwu;Wang, Hong;Yu, Li;Zhu, Weimin
关键词:celery seed; volatile metabolites; non-volatile metabolites; metabolomics