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Non-negative matrix factorization extracted basis sets capturing vocal tract shapes allowing for higher vowel classification accuracy than traditional methods.
Galerkin projection is performed using the extracted basis to yield a low dimensional I/O approximation of the original nonlinear model.
Table 1 Reduction of number of genes for different sample size in dataset Sample size Rank of the extracted basis (steps 1 and 2) Nb of genes with Kendall rank correlation (<0.5) (step 3) Number of final selected genes (step 5) 60 60 33 3 55 55 31 4 50 50 28 22 45 45 13 7 40 40 11 9.
Table 5 Reduction of number of genes for different sample size in dataset Sample size Rank of the extracted basis (steps 1 and 2) Nb of genes with Kendall rank correlation (<0.5) (step 3) Final selected genes (step 5) 80 26 5 75 75 31 3 70 70 34 10 60 60 34 10 50 50 2434 10 50 50 24 8. Table 6 presents the genes occurrences with their cross validation percentages.
Well-delineated unmixing with small residuals further demonstrates the purity of the extracted basis spectra as signatures of each tissue type.
Figure 3 shows the final extracted basis spectral signatures, after these spectral calibrations, corresponding to the four selected tissue types; epithelial tissue, lamina propria, collagen and lymphatic tissue.
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Cells were cultured using basic medium or osteogenic medium as extract basis.
Boron in the root zone (saturation extract basis) of the greens ranged from 3.1 to 7.8 mg/l, and boron in the grass clippings from the greens (dry weight basis) ranged from 18 to 86 mg/kg.
If is the canonical basis of, then a basis of (respectively ) can be found considering the set for (respectively ) and then extracting a basis from it.
Extruded linseed supplement (275 g/kg ether extract, DM basis) was included in treatment diets at 50 g/kg of DM.
The assays were carried out in triplicate; total flavonoid contents were expressed on an extract weight basis as mg/g rutin equivalents, rutin mg/100 g of extract.
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