Non-parametric permutation test for the discrimination of float glass samples based on LIBS spectra

Laser‐induced breakdown spectroscopy (LIBS) coupled with non‐parametric permutation based hypothesis testing is demonstrated to have good performance in discriminating float glass samples. This type of pairwise sample comparison is important in manufacturing process quality control, forensic science...

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Veröffentlicht in:Journal of chemometrics 2010-06, Vol.24 (6), p.312-319
Hauptverfasser: McIntee, Erin, Viglino, Emilie, Kumor, Stephanie, Rinke, Caitlin, Ni, Liqiang, Sigman, Michael E.
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container_end_page 319
container_issue 6
container_start_page 312
container_title Journal of chemometrics
container_volume 24
creator McIntee, Erin
Viglino, Emilie
Kumor, Stephanie
Rinke, Caitlin
Ni, Liqiang
Sigman, Michael E.
description Laser‐induced breakdown spectroscopy (LIBS) coupled with non‐parametric permutation based hypothesis testing is demonstrated to have good performance in discriminating float glass samples. This type of pairwise sample comparison is important in manufacturing process quality control, forensic science and other applications where determination of a match probability between two samples is required. Analysis of the pairwise comparisons between multiple LIBS spectra from a single glass sample shows that some assumptions required by parametric methods may not hold in practice, motivating the adoption of a non‐parametric permutation test. Without rigid distributional assumptions, the permutation test exhibits excellent discriminating power while holding the actual size of Type I error at the nominal level. Copyright © 2010 John Wiley & Sons, Ltd. Laser‐induced breakdown spectroscopy (LIBS) coupled with non‐parametric permutation based hypothesis testing is demonstrated to have good performance in discriminating float glass samples. Without rigid distributional assumptions, the permutation test exhibits excellent discriminating power while holding the actual size of Type I error at the nominal level.
doi_str_mv 10.1002/cem.1308
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This type of pairwise sample comparison is important in manufacturing process quality control, forensic science and other applications where determination of a match probability between two samples is required. Analysis of the pairwise comparisons between multiple LIBS spectra from a single glass sample shows that some assumptions required by parametric methods may not hold in practice, motivating the adoption of a non‐parametric permutation test. Without rigid distributional assumptions, the permutation test exhibits excellent discriminating power while holding the actual size of Type I error at the nominal level. Copyright © 2010 John Wiley &amp; Sons, Ltd. Laser‐induced breakdown spectroscopy (LIBS) coupled with non‐parametric permutation based hypothesis testing is demonstrated to have good performance in discriminating float glass samples. 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Chemometrics</addtitle><description>Laser‐induced breakdown spectroscopy (LIBS) coupled with non‐parametric permutation based hypothesis testing is demonstrated to have good performance in discriminating float glass samples. This type of pairwise sample comparison is important in manufacturing process quality control, forensic science and other applications where determination of a match probability between two samples is required. Analysis of the pairwise comparisons between multiple LIBS spectra from a single glass sample shows that some assumptions required by parametric methods may not hold in practice, motivating the adoption of a non‐parametric permutation test. Without rigid distributional assumptions, the permutation test exhibits excellent discriminating power while holding the actual size of Type I error at the nominal level. Copyright © 2010 John Wiley &amp; Sons, Ltd. 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source Wiley Online Library Journals Frontfile Complete
subjects Breakdown
Chemistry
Chemometrics
Discrimination
Exact sciences and technology
Floats
Forensic science
General and physical chemistry
General. Nomenclature, chemical documentation, computer chemistry
Glass
glass analysis
Hypothesis testing
laser-induced breakdown spectroscopy (LIBS)
Lasers
non-parametric permutation test
Permutations
Probability
Quality control
Spectra
Spectrum analysis
Theory of reactions, general kinetics. Catalysis. Nomenclature, chemical documentation, computer chemistry
title Non-parametric permutation test for the discrimination of float glass samples based on LIBS spectra
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