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. 2019 May 22;35(24):5257–5263. doi: 10.1093/bioinformatics/btz421

Table 2.

Sensitivity and specificity for the test set obtained by PCA-LDA varying with the sample selection method (RS: random selection; KS: Kennard-Stone; MLM: Morais-Lima-Martin) applied in datasets 1–6

Dataset Sample selection method Sensitivity (%) Specificity (%)
1 RS 69 88
KS 69 98
MLM 74 78
2 RS 79 63
KS 79 80
MLM 81 80
3 RS
Class 1 83 87
Class 2 79 89
Class 3 89 100
KS
Class 1 94 97
Class 2 100 92
Class 3 84 100
MLM
Class 1 94 92
Class 2 95 95
Class 3 84 100
4 RS
Class 1 96 100
Class 2 100 100
Class 3 85 98
Class 4 88 95
KS
Class 1 100 100
Class 2 100 100
Class 3 90 98
Class 4 88 97
MLM
Class 1 100 100
Class 2 100 100
Class 3 95 98
Class 4 88 99
5 RS 94 88
KS 94 95
MLM 94 91
6 RS 70 70
KS 72 84
MLM 72 89