Model | Hyper Param #1 | Hyper Param #2 | Hyper Param #3 |
LOF | neighbors:[5, 10, 20, 30, 50] | Metric: [‘manhattan’, ‘euclidean’, ‘minkowski’] | None |
COF | neighbors:[5, 10, 20, 30, 50] | None | None |
HBOS | bins:[5, 10, 20] | Alpha: [0.05, 0.1, 0.2] | tol: [0.1, 0.5, 0.9] |
KNN | neighbors:[2, 5, 10, 20] | None | None |
SOD | neighbors:[20, 30, 50] | None | None |
GMM | components:[1, 3, 5] | None | None |
LODA | bins:[5, 10, 20] | None | None |
IForest | estimators:[50, 100, 200] | None | None |