From: Unsupervised outlier detection in multidimensional data
Dataset | MO-GAAL | SO-GAAL | AGPO | AO | GMM | Parzen | OC_SVM | k-means | BADk | Scheme 3 |
---|---|---|---|---|---|---|---|---|---|---|
Shuttle | 0.907 | 0.902 | 0.273 | 0.701 | 0.964 | 0.970 | 0.672 | 0.969 | 0.9865 | 0.9895 |
PenDigits | 0.976 | 0.934 | 0.810 | 0.768 | 0.808 | 0.969 | 0.365 | 0.977 | 0.9826 | 0.9819 |
Arrhythmia | 0.751 | 0.729 | 0.743 | 0.636 | 0.473 | 0.751 | 0.707 | 0.746 | 0.8074 | 0.8770 |
Pima | 0.758 | 0.669 | 0.588 | 0.575 | 0.674 | 0.729 | 0.569 | 0.681 | 0.6950 | 0.7680 |
SpamBase | 0.627 | 0.380 | 0.616 | 0.599 | 0.549 | 0.599 | 0.590 | 0.578 | 0.7143 | 0.6472 |