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Table 6 Evaluating normalization by SVM

From: DBNorm: normalizing high-density oligonucleotide microarray data based on distributions

Method Averaged LOOCV Training Averaged LOOCV Test
Accuracy F-measure ROC AUC Accuracy F-measure ROC AUC
Unnormalized 0.57 0.31 0.63 0.19 0.08 0.22
z-score 0.79 0.49 0.81 0.23 0.11 0.26
AvgDiff 0.87 0.58 0.90 0.41 0.29 0.45
Quantile 0.91 0.60 0.93 0.79 0.52 0.82
ComBat 0.94 0.67 0.95 0.81 0.61 0.85
DBNorm 0.97 0.72 0.98 0.84 0.73 0.87