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 |