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Pierre LOTTE authoredPierre LOTTE authored
algorithm_params.json 1.52 KiB
{
"kmeans": {
"training": false,
"optimize": {
"n_clusters": [5, 100],
"window_size": [5, 100]
},
"const": {
},
"default": {
"n_clusters": 50,
"window_size": 10
}
},
"iforest": {
"training": false,
"optimize": {
"n_trees": [50, 1000]
},
"const": {
"max_features": 1.0
},
"default": {
"n_trees": 500
}
},
"deepant": {
"training": true,
"optimize": {
"window_size": [10, 200],
"prediction_window_size": [10, 200]
},
"const": {
"epochs": 500,
"learning_rate": 0.001
},
"default": {
"window_size": 50,
"prediction_window_size": 50
}
},
"lstm_ad": {
"training": true,
"optimize": {
"lstm_layers": [1, 5],
"window_size": [50, 500],
"prediction_window_size": [10, 100]
},
"const": {
"epochs": 500,
"learning_rate": 0.001
},
"default": {
"lstm_layers": 1,
"window_size": 200,
"prediction_window_size": 50
}
},
"health_esn": {
"training": true,
"optimize": {
"prediction_window_size": [10, 100]
},
"const": {
},
"default": {
"prediction_window_size": 50
}
},
"random_black_forest": {
"training": true,
"optimize": {},
"const": {}
},
"if_lof": {
"training": false,
"optimize": {
"n_neighbors": [10, 100],
"n_trees": [50, 1000]
},
"const": {},
"default": {
"n_trees": 500,
"n_neighbors": 50
}
},
"lof": {
"training": false,
"optimize": {
"n_neighbors": [10, 100],
"leaf_size": [5, 50]
},
"const": {},
"default": {
"n_neighbors": 50,
"leaf_size": 20
}
}
}