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Analysing spectroscopy data using two-step group penalized partial least squares regression |
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| Authors: | Chang Le Wang Jiali Woodgate William |
| Affiliation: | 1.Research School of Finance, Acturial Studies and Statistics, College of Business and Economics, The Australia National University, Canberra, ACT, Australia ;2.Data61, Commonwealth Scientific and Industrial Research Organisation, Canberra, ACT, Australia ;3.Land and Water, Commonwealth Scientific and Industrial Research Organisation, Canberra, ACT, Australia ;4.School of Earth and Environmental Sciences, The University of Queensland, Brisbane, QLD, Australia ; |
| Abstract: | Environmental and Ecological Statistics - A statistical challenge to analyse hyperspectral data is the multicollinearity between spectral bands. Partial least squares (PLS) has been extensively... |
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