Cross-validation for the selection of spectral variables using the successive projections algorithm

被引:56
作者
Galvao, Roberto Kawakami Harrop [2 ]
Araujo, Mario Cesar Ugulino [1 ]
Silva, Edvan Cirino [1 ]
Jose, Gledson Emidio [1 ]
Soares, Sofacles Figueredo Carreiro [1 ]
Paiva, Henrique Mohallem [3 ]
机构
[1] Univ Fed Paraiba, Dept Quim, BR-58051970 Joao Pessoa, Paraiba, Brazil
[2] Inst Technol & Aeronaut, Div Engn Eletron, BR-12228900 Sao Jose Dos Campos, SP, Brazil
[3] Empresa Brasileira Aeronaut EMBRAER, Flight Control Syst, BR-12227901 Sao Jose Dos Campos, SP, Brazil
关键词
multiple linear regression; variable selection; successive projections algorithm; cross-validation; near-infrared spectrometry;
D O I
10.1590/S0103-50532007000800021
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
This work compares the use of a separate validation set and leave-one-out cross-validation to guide the selection of variables in the Successive Projections Algorithm (SPA) for multivariate calibration. Two case studies involving diesel and corn analysis by NIR spectrometry are presented. A graphical interface for SPA is available at www.ele.ita.br/similar to kawakami/spa/.
引用
收藏
页码:1580 / 1584
页数:5
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