Variable Selection Using Genetic Algorithm for Analysis of Near-Infrared Spectral Data Using Partial Least Squares

2005 IEEE Engineering in Medicine and Biology 27th Annual Conference ◽

10.1109/iembs.2005.1616633 ◽

2005 ◽

Author(s):

Chit Siang Soh ◽

Kok Meng Ong ◽

P. Raveendran

Keyword(s):

Genetic Algorithm ◽

Variable Selection ◽

Least Squares ◽

Spectral Data ◽

Partial Least Squares ◽

Near Infrared ◽

Infrared Spectral

Download Full-text

Genetic algorithm optimisation combined with partial least squares regression and mutual information variable selection procedures in near-infrared quantitative analysis of cotton–viscose textiles

Analytica Chimica Acta ◽

10.1016/j.aca.2007.03.024 ◽

2007 ◽

Vol 595 (1-2) ◽

pp. 72-79 ◽

Author(s):

A. Durand ◽

O. Devos ◽

C. Ruckebusch ◽

J.P. Huvenne

Keyword(s):

Genetic Algorithm ◽

Quantitative Analysis ◽

Mutual Information ◽

Variable Selection ◽

Least Squares ◽

Partial Least Squares ◽

Partial Least Squares Regression ◽

Near Infrared ◽

Least Squares Regression ◽

Selection Procedures

Download Full-text

Genetic Algorithm Interval Partial Least Squares Regression Combined Successive Projections Algorithm for Variable Selection in Near-Infrared Quantitative Analysis of Pigment in Cucumber Leaves

Applied Spectroscopy ◽

10.1366/000370210791666246 ◽

2010 ◽

Vol 64 (7) ◽

pp. 786-794 ◽

Author(s):

Zou Xiaobo ◽

Zhao Jiewen ◽

Mao Hanpin ◽

Shi Jiyong ◽

Yin Xiaopin ◽

...

Keyword(s):

Genetic Algorithm ◽

Quantitative Analysis ◽

Variable Selection ◽

Least Squares ◽

Partial Least Squares ◽

Partial Least Squares Regression ◽

Near Infrared ◽

Least Squares Regression ◽

Successive Projections Algorithm ◽

Successive Projections

Download Full-text

Soil type recognition as improved by genetic algorithm-based variable selection using near infrared spectroscopy and partial least squares discriminant analysis

Scientific Reports ◽

10.1038/srep10930 ◽

2015 ◽

Vol 5 (1) ◽

Author(s):

Hongtu Xie ◽

Jinsong Zhao ◽

Qiubing Wang ◽

Yueyu Sui ◽

Jingkuan Wang ◽

...

Keyword(s):

Genetic Algorithm ◽

Infrared Spectroscopy ◽

Discriminant Analysis ◽

Variable Selection ◽

Least Squares ◽

Partial Least Squares ◽

Near Infrared Spectroscopy ◽

Soil Type ◽

Download Full-text

Improving the Robustness and Stability of Partial Least Squares Regression for Near-infrared Spectral Analysis

Chinese Journal of Chemistry ◽

10.1002/cjoc.200990222 ◽

2009 ◽

Vol 27 (7) ◽

pp. 1328-1332 ◽

Author(s):

Xueguang SHAO ◽

Da CHEN ◽

Heng XU ◽

Zhichao LIU ◽

Wensheng CAI

Keyword(s):

Spectral Analysis ◽

Least Squares ◽

Partial Least Squares ◽

Partial Least Squares Regression ◽

Near Infrared ◽

Least Squares Regression ◽

Infrared Spectral

Download Full-text

Variable Selection for Partial Least-Squares Calibration of Near-Infrared Data from Orthogonally Designed Experiments

Applied Spectroscopy ◽

10.1366/0003702021954692 ◽

2002 ◽

Vol 56 (3) ◽

pp. 337-345 ◽

Author(s):

S. Kamaledin Setarehdan ◽

John J. Soraghan ◽

David Littlejohn ◽

Daran A. Sadler

Keyword(s):

Variable Selection ◽

Least Squares ◽

Partial Least Squares ◽

Near Infrared ◽

Designed Experiments ◽

Selection For ◽

Download Full-text

Comparison of a Genetic Algorithm Variable Selection and Interval Partial Least Squares for quantitative analysis of lactate in PBS

2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) ◽

10.1109/embc.2019.8856765 ◽

2019 ◽

Author(s):

M. Mamouei ◽

M. Qassem ◽

K. Budidha ◽

N. Baishya ◽

P. Vadgama ◽

...

Keyword(s):

Genetic Algorithm ◽

Quantitative Analysis ◽

Variable Selection ◽

Least Squares ◽

Partial Least Squares

Download Full-text

Variable selection for multivariate calibration using a genetic algorithm: prediction of additive concentrations in polymer films from Fourier transform-infrared spectral data

Analytica Chimica Acta ◽

10.1016/s0003-2670(02)00272-6 ◽

2002 ◽

Vol 461 (2) ◽

pp. 189-200 ◽

Author(s):

Riccardo Leardi ◽

Mary Beth Seasholtz ◽

Randy J. Pell

Keyword(s):

Genetic Algorithm ◽

Fourier Transform ◽

Variable Selection ◽

Spectral Data ◽

Polymer Films ◽

Multivariate Calibration ◽

Fourier Transform Infrared ◽

Infrared Spectral ◽

Download Full-text

Application of partial least squares near-infrared spectral classification in diabetic identification

10.1117/12.2070592 ◽

2014 ◽

Author(s):

Wen-juan Yan ◽

Ming Yang ◽

Guo-quan He ◽

Lin Qin ◽

Gang Li

Keyword(s):

Least Squares ◽

Partial Least Squares ◽

Near Infrared ◽

Spectral Classification ◽

Infrared Spectral

Download Full-text

The Application of Discrete Wavelet Transform with Improved Partial Least-Squares Method for the Estimation of Soil Properties with Visible and Near-Infrared Spectral Data

Remote Sensing ◽

10.3390/rs10060867 ◽

2018 ◽

Vol 10 (6) ◽

pp. 867 ◽

Author(s):

Guoqiang Wang ◽

Wei Wang ◽

Qingqing Fang ◽

Hong Jiang ◽

Qinchuan Xin ◽

...

Keyword(s):

Wavelet Transform ◽

Soil Properties ◽

Least Squares ◽

Discrete Wavelet Transform ◽

Spectral Data ◽

Near Infrared ◽

Least Squares Method ◽

Discrete Wavelet ◽

Infrared Spectral ◽

Partial Least Squares Method

Download Full-text

Near-infrared hyperspectral imaging in tandem with partial least squares regression and genetic algorithm for non-destructive determination and visualization of Pseudomonas loads in chicken fillets

Talanta ◽

10.1016/j.talanta.2013.01.057 ◽

2013 ◽

Vol 109 ◽

pp. 74-83 ◽

Author(s):

Yao-Ze Feng ◽

Da-Wen Sun

Keyword(s):

Genetic Algorithm ◽

Least Squares ◽

Partial Least Squares ◽

Hyperspectral Imaging ◽

Partial Least Squares Regression ◽

Near Infrared ◽

Least Squares Regression ◽

Non Destructive

Download Full-text