One-Class Classification with Extreme Learning Machine

Table 5

Running time for ELM, autoencoder, and SVDD over twenty trials.

Classifier	ELM		Autoencoder		SVDD
Dataset	Training time	Testing time	Training time	Testing time	Training time	Testing time
SPECTF heart	0.3	0.1	93.2	1.1	0.4	0.1
Arrhythmia	0.2	0.2	17462.0	8.7	1.6	0.2
Sonar	0.1	0.1	248.8	1.4	0.7	0.1
Liver	0.1	0.1	9.9	0.9	1.3	0.2
E. coli	0.1	0.1	8.2	0.9	0.7	0.2
Diabetes	0.3	0.2	37.3	0.9	6.2	0.2
Breast	0.1	0.2	45.3	0.9	2.5	0.3
Abalone	1.0	2.5	64.2	1.0	118.0	2.5