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Table 2 Label noise detection results

From: A reconstruction error-based framework for label noise detection

Algorithm Noisy instances AUC FNR Recall
Autoencoder 452 0.96 0.10 0.90
352 0.95 0.12 0.88
201 0.95 0.14 0.86
51 0.94 0.18 0.82
ICA 452 0.94 0.14 0.84
352 0.93 0.15 0.82
201 0.92 0.17 0.83
51 0.91 0.18 0.81
PCA 452 0.94 0.13 0.83
352 0.93 0.15 0.81
201 0.93 0.17 0.81
51 0.90 0.18 0.80
Tomek links 452 0.90 0.50 0.54
352 0.89 0.50 0.53
201 0.90 0.53 0.55
51 0.88 0.60 0.62