Journal of Big Data

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

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