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Regularized multivariate scatter correction

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成果类型:
期刊论文
作者:
Mou, Yi;You, Xinge*;Xu, Duanquan;Zhou, Long;Zeng, Wu;...
通讯作者:
You, Xinge
作者机构:
[Xu, Duanquan; Yu, Shujian; Mou, Yi; You, Xinge] Huazhong Univ Sci & Technol, Dept Elect & Informat Engn, Wuhan 430074, Peoples R China.
[Zhou, Long; Zeng, Wu] Wuhan Polytech Univ, Sch Elect & Elect Engn, Wuhan 430074, Peoples R China.
通讯机构:
[You, Xinge] H
Huazhong Univ Sci & Technol, Dept Elect & Informat Engn, Wuhan 430074, Peoples R China.
语种:
英文
关键词:
Infrared spectra;Light scattering;Regularized least square;RMSC
期刊:
Chemometrics and Intelligent Laboratory Systems
ISSN:
0169-7439
年:
2014
卷:
132
页码:
168-174
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [60973154, 61075015]; National Science 82 Technology Pillar Program of Twelfth Five-year Plan [2012BAK02B00, 2012B AK02B06]; Program of International Science and Technology Cooperation [2011 DFA12180]; Ph.D. Programs Foundation of Ministry of Education of ChinaMinistry of Education, China [20110142 110060]; Natural Science Foundation of Hubei ProvinceNatural Science Foundation of Hubei Province [2010CDA006]
机构署名:
本校为其他机构
院系归属:
电气与电子工程学院
摘要:
As an efficient method for spectra correction, multivariate scatter correction (MSC) has recently received considerable attention due to the precision improvement of processed data. In general, the spectra approximate mean spectrum S- in least square framework. Unfortunately, the existing MSC methods have a limited capability in nonlinear component modeling. In this paper, we propose regularized multivariate scatter correction (RMSC), which has taken nonlinear components into MSC model as well as regularization function for the weight vector w....

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