TODO
You need a license of gurobi to run the experiments.
My algorithms are BSVClassifier and OneClassSVM. Both were run 10 times as it can be seen in the code (commit 3bcddb0)
| Classifer | pen-global | breast-cancer | letter | pen-local | annthyroid | satellite | shuttle | aloi | kd99 |
|---|---|---|---|---|---|---|---|---|---|
| oc-SVM | 0.9512 ± 0.0436 | 0.9721 ± 0.0102 | 0.5195 ± 0.0382 | 0.9543 ± 0.0130 | 0.5316 ± 0.0152 | 0.9549 ± 0.0021 | 0.9862 ± 0.0002 | 0.5319 ± 0.0021 | 0.9518 ± 0.0050 |
| OneClassSVM | 0.9494 ± 0.0391 | 0.9793 ± 0.0012 | 0.6585 ± 0.0798 | 0.7144 ± 0.2516 | 0.4933 ± 0.0137 | 0.9137 ± 0.0284 | 0.9865 ± 0.0003 | ||
| BSVClassifier (aka SVDD) | 0.9996 ± 0.0009 | 0.9955 ± 0.0092 | 0.8080 ± 0.1360 | 0.7445 ± 0.1723 | 0.5147 ± 0.0361 | 0.9395 ± 0.0054 |
| Classifier | pen-global | breast-cancer | letter | pen-local | annthyroid | satellite | shuttle |
|---|---|---|---|---|---|---|---|
| OneClassSVM | 0.9931 ± 0.0059 | 0.9995 ± 0.0000 | 0.9601 ± 0.0135 | 0.9992 ± 0.0010 | 0.9646 ± 0.0013 | 0.9980 ± 0.0007 | 0.9996 ± 0.0000 |
| BSVClassifier (aka SVDD) | 0.9999 ± 0.0001 | 0.9999 ± 0.0003 | 0.9746 ± 0.0170 | 0.9994 ± 0.0007 | 0.9673 ± 0.0038 | 0.9989 ± 0.0001 |