Open Y-oHr-N opened 6 years ago
'FastABOD': {
'n_neighbors': randint(3, 101),
'p': [1, 2],
'contamination': uniform(0.05, 0.15)
}
'LOF': {
'n_neighbors': randint(1, 101),
'p': [1, 2],
'contamination': 'auto' # original paper
}
'KNN': {
'n_neighbors': randint(1, 101),
'p': [1, 2],
'contamination': uniform(0.05, 0.15)
}
OneTimeSampling: {
'max_samples': [20], # original paper
'p': [1, 2],
'contamination': uniform(0.05, 0.15)
}
HBOS: {
'bins': 'auto',
'contamination': uniform(0.05, 0.15)
}
SVDD: { }
MiniBatchKMeans: { }
'IForest': {
'n_estimators': [100], # original paper
'max_features': uniform(0.05, 0.95),
'max_samples': 'auto', # original paper
'bootstrap': [True, False],
'contamination': 'auto' # original paper
}
PCA: { }
GMM: { }
KDE: { }
SparseStructureLearning: { }
See below