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Y-oHr-N / kenchi

A scikit-learn compatible library for anomaly detection
https://kenchi.rtfd.io
BSD 3-Clause "New" or "Revised" License
36 stars 10 forks source link

Create JSON files that have the default parameter grid to explore #65

Open Y-oHr-N opened 6 years ago

Y-oHr-N commented 6 years ago

See below

Y-oHr-N commented 5 years ago 
'FastABOD': {
    'n_neighbors': randint(3, 101),
    'p': [1, 2],
    'contamination': uniform(0.05, 0.15)
}
Y-oHr-N commented 5 years ago 
'LOF': {
    'n_neighbors': randint(1, 101),
    'p': [1, 2],
    'contamination': 'auto' # original paper
}
Y-oHr-N commented 5 years ago 
'KNN': {
    'n_neighbors': randint(1, 101),
    'p': [1, 2],
    'contamination': uniform(0.05, 0.15)
}
Y-oHr-N commented 5 years ago 
OneTimeSampling: {
    'max_samples': [20], # original paper
    'p': [1, 2],
    'contamination': uniform(0.05, 0.15)
}
Y-oHr-N commented 5 years ago 
HBOS: {
    'bins': 'auto',
    'contamination': uniform(0.05, 0.15)
}
Y-oHr-N commented 5 years ago

SVDD: { }

Y-oHr-N commented 5 years ago

MiniBatchKMeans: { }

Y-oHr-N commented 5 years ago 
'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
}
Y-oHr-N commented 5 years ago

PCA: { }

Y-oHr-N commented 5 years ago

GMM: { }

Y-oHr-N commented 5 years ago

KDE: { }

Y-oHr-N commented 5 years ago

SparseStructureLearning: { }