Evaluation of spectral pretreatments, partial least squares, least squares support vector machines and locally weighted regression for quantitative spectroscopic analysis of soils

Journal of Near Infrared Spectroscopy

Volumn 18, Issue 3, 2010, Pages 167-176

  Igne, Benoit ^a   Reeves III, James B ^b   McCarty, Gregory ^b   Hively, W Dean ^b   Lundc, Eric ^c   Hurburgh Jr , Charles R ^a  

^a Iowa State University of Science and Technology   (United States)

^b AGRICULTURAL RESEARCH SERVICE   (United States)

^c Veris Technologies   (United States)

Author keywords

Fourier transform infrared spectroscopy; FT IR; Least squares support vector machines; Locally weighted regression; LS SVM; LWR; Mid infrared spectroscopy; Mid IR; Near infrared spectroscopy; NIR; Partial least squares regression; PLS; Soil physical chemical properties

Indexed keywords

EID: 77955533698     PISSN: 09670335     EISSN: None     Source Type: Journal    
DOI: 10.1255/jnirs.883     Document Type: Article

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