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Status已发表Published
TitleTwo-step multivariate adaptive regression splines for modeling a quantitative relationship between gas chromatography retention indices and molecular descriptors
Creator
Date Issued2003
Source PublicationJournal of Chromatography A
ISSN0021-9673
Volume998Issue:1-2Pages:155-167
Abstract

The relationship between retention indices and molecular descriptors of alkanes is established by two-step multivariate adaptive regression splines (TMARS). TMARS combines linear regression with multivariate adaptive regression splines (MARS). It is demonstrated for the present data set that using linear regression or MARS modeling alone causes lack of fit. TMARS avoids lack of fit and appreciably improves the prediction ability for the model. The use of this combined approach permits the development of additional understanding of the adaptive nature in MARS modeling. © 2003 Elsevier Science B.V. All rights reserved.

KeywordAlkanes Molecular descriptors Multivariate adaptive regression splines Regression analysis Retention indices
DOI10.1016/S0021-9673(03)00604-6
URLView source
Indexed BySCIE
Language英语English
WOS Research AreaBiochemistry & Molecular Biology ; Chemistry
WOS SubjectBiochemical Research Methods ; Chemistry, Analytical
WOS IDWOS:000183589100015
Scopus ID2-s2.0-0038054208
Citation statistics
Cited Times:44[WOS]   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
Identifierhttp://repository.uic.edu.cn/handle/39GCC9TT/2457
CollectionResearch outside affiliated institution
Corresponding AuthorMassart, DésiréL Luc
Affiliation
1.ChemoAC, FABI, Vrije Universiteit Brussel, B-1090 Brussels, Laarbeeklaan 103, Belgium
2.Coll. of Chem./Chemical Engineering, Central South University, Changsha, China
3.Department of Mathematics, Hong Kong Baptist University, Kowloon, Tong, Hong Kong
Recommended Citation
GB/T 7714
Xu, Qingsong,Massart, DésiréL Luc,Liang, Yizenget al. Two-step multivariate adaptive regression splines for modeling a quantitative relationship between gas chromatography retention indices and molecular descriptors[J]. Journal of Chromatography A, 2003, 998(1-2): 155-167.
APA Xu, Qingsong, Massart, DésiréL Luc, Liang, Yizeng, & Fang, Kaitai. (2003). Two-step multivariate adaptive regression splines for modeling a quantitative relationship between gas chromatography retention indices and molecular descriptors. Journal of Chromatography A, 998(1-2), 155-167.
MLA Xu, Qingsong,et al."Two-step multivariate adaptive regression splines for modeling a quantitative relationship between gas chromatography retention indices and molecular descriptors". Journal of Chromatography A 998.1-2(2003): 155-167.
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