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Therefore, in those locations where the selection of cloudy Landsat imagery was unavoidable, settlement mapping accuracy is likely to be lower (especially in rugged areas), though sufficient verification data was unavailable to test this.
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Field verification data were employed for cross-checking with the model outputs.
For this model, the first 3,284 data (including the training and the verification data) are used to model the relationship between the independent and the dependent variables.
Then, the learning data were prepared according to the arrangement of the Taguchi orthogonal array, and the verification data were selected with use of a randomized selection.
The verification data are genomic (1298 loci, 762 genes) methylation values of peripheral blood cell DNA, assessed by Illumina GoldenGate Methylation Cancer Panel I.
Most of the genes in the verification data are functionally cancer related including the genes showing sex difference [23], [24], [25], [26] Both genes CASP6 and HOXA9 are hypermethylated, leading to decreased gene expression in pancreas cancer tissue [24].
The main limitation of this study is that verification data were not available.
The verification data were obtained from the ERA-40 Reanalysis Project [ Uppala et al., 2005].
Only the best networks, characterized by the highest R value (see Eq. (8)) on verification data, are kept.
Verification data are perhaps best interpreted as indicative of a health professional's intent to emigrate rather than a measure of actual emigration [ 15, 16].
In fact, for one lesion the verification data were missing, and the other lesion had not been fully covered with measurements.
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