One-Class Classification with Extreme Learning Machine

Table 4

The value of precision and recall for two datasets (arrhythmia and E. coli).

Dataset	Arrhythmia		E. coli
Classifier	Precision	Recall	Precision	Recall
Naive Parzen	45.6	96.0	63.7	86.2
Parzen	52.0	82.4	71.5	80.6
-means	52.5	81.0	52.4	64.6
1-NN	44.5	88.6	12.1	90.2
-NN	47.8	90.2	31.9	87.3
Autoencoder	52.6	84.7	47.3	73.5
PCA	79.1	15.9	23.2	74.4
MST	47.3	91.8	23.9	90.0
-centers	50.4	83.4	29.3	68.9
SVDD	55.7	69.3	48.8	66.9
MPM	64.0	43.9	38.4	45.4
LPDD	51.7	83.3	67.8	75.4
SVM	52.4	80.5	57.8	65.8
ELM	52.8	80.1	83.2	72.3