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param-config.json
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param-config.json
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{
"__algorithm_overwrites": {
"ARIMA": {
"differencing_degree": 1,
"distance_metric": "twed"
},
"Bagel": {
"dropout": 0.1,
"hidden_layer_shape": [
100,
100
],
"latent_size": 6,
"window_size": "2.0 dataset period size"
},
"DBStream": {
"alpha": 0.5,
"lambda": 0.001,
"min_weight": 0,
"radius": 1.3,
"shared_density": true,
"window_size": "1.0 dataset period size",
"n_clusters": 30
},
"DWT-MLEAD": {
"quantile_epsilon": 0.1
},
"DeepAnT": {
"window_size": "0.5 dataset period size"
},
"DeepNAP": {
"linear_hidden_size": 100,
"lstm_layers": 1,
"partial_sequency_length": 1,
"rnn_hidden_size": 200
},
"Donut": {
"latent_size": 5,
"linear_hidden_size": 130,
"window_size": "1.0 dataset period size"
},
"EncDec-AD": {
"latent_size": "-30% default value",
"lstm_layers": 3
},
"FFT": {
"fft_parameters": 3,
"local_outlier_threshold": 0.78,
"max_sign_change_distance": 20
},
"GrammarViz": {
"alphabet_size": 6,
"paa_transform_size": 5
},
"HBOS": {
"n_bins": 20,
"alpha": "default",
"bin_tol": "default"
},
"HOT SAX": {
"alphabet_size": 3,
"anomaly_window_size": "max anomaly length",
"normalization_threshold": 0.01,
"num_discords": null,
"paa_transform_size": 3
},
"Health ESN": {
"activation": "tanh",
"connectivity": 0.25,
"linear_hidden_size": 500,
"prediction_window_size": 50,
"spectral_radius": 0.6
},
"Hybrid KNN": {
"n_estimators": 500,
"n_neighbors": 10
},
"ImageEmbeddingCAE": {
"latent_size": 70
},
"LSTM-AD": {
"lstm_layers": 1,
"window_size": "2.0 dataset period size"
},
"MTAD-GAT": {
"context_window_size": 30,
"gamma": 0.8,
"kernel_size": 7,
"latent_size": 5,
"linear_layer_shape": [
5,
5,
5
],
"mag_window_size": 40,
"score_window_size": 52,
"threshold": 6,
"window_size": "2.0 dataset period size"
},
"MedianMethod": {
"neighbourhood_size": "2.0 dataset period size"
},
"MultiHMM": {
"discretizer": "choquet",
"n_bins": 5
},
"Normalizing Flows": {
"distillation_iterations": 100,
"teacher_epochs": 100,
"window_size": "1.0 dataset period size"
},
"NumentaHTM": {
"activationThreshold": 12,
"alpha": 0.5,
"autoDetectWaitRecords": 50,
"cellsPerColumn": 32,
"columnCount": 2048,
"encoding_input_width": 21,
"encoding_output_width": 75,
"globalDecay": 0,
"initialPerm": 0.15,
"inputWidth": 2048,
"maxAge": 0,
"maxSegmentsPerCell": 128,
"maxSynapsesPerSegment": 32,
"minThreshold": 9,
"newSynapseCount": 15,
"numActiveColumnsPerInhArea": 50,
"pamLength": 1,
"permanenceDec": 0.1,
"permanenceInc": 0.1,
"potentialPct": 0.1,
"synPermActiveInc": 0.05,
"synPermConnected": 0.1,
"synPermInactiveDec": 0.01
},
"OceanWNN": {
"wavelet_a": -3.25,
"wavelet_cs_C": 2.275,
"wavelet_k": -1.95,
"wavelet_wbf": "mexican_hat"
},
"OmniAnomaly": {
"l2_reg": 0.0001,
"latent_size": 4,
"linear_hidden_size": 100,
"nf_layers": 5,
"rnn_hidden_size": 100,
"window_size": "1.0 dataset period size"
},
"PCI": {
"window_size": "0.5 dataset period size"
},
"PST": {
"n_bins": 5,
"sim": "SIMn",
"window_size": "1.0 dataset period size",
"y_min": "default"
},
"PhaseSpace-SVM": {
"coef0": 0,
"degree": 3,
"gamma": 1.0,
"kernel": "rbf",
"nu": 0.35,
"project_phasespace": true,
"tol": 0.001
},
"Random Black Forest (RR)": {
"bootstrap": false,
"n_estimators": 200,
"n_trees": 10,
"max_samples": "default"
},
"Random Forest Regressor (RR)": {
"bootstrap": true,
"max_samples": "default",
"max_depth": "default"
},
"SAND": {
"alpha": 0.5
},
"SR-CNN": {
"num": 10,
"step": 64,
"window_size": "1.5 dataset period size"
},
"SSA": {
"window_size": "2.0 dataset period size",
"alpha": 0.2,
"ep": 3
},
"Series2Graph": {
"rate": 100,
"window_size": "1.0 dataset period size"
},
"Spectral Residual (SR)": {
"window_size": "2.0 dataset period size"
},
"Subsequence IF": {
"bootstrap": true,
"window_size": "1.0 dataset period size",
"max_samples": "default"
},
"Subsequence LOF": {
"window_size": "1.0 dataset period size"
},
"TARZAN": {
"alphabet_size": 4
},
"TAnoGan": {
"iterations": 25,
"window_size": "1.5 dataset period size"
},
"TSBitmap": {
"alphabet_size": 4,
"compression_ratio": 1,
"feature_window_size": 500,
"lag_window_size": 500,
"lead_window_size": 200,
"level_size": 2
},
"Telemanom": {
"error_buffer": 100,
"p": 0.17,
"smoothing_window_size": 30,
"window_size": "1.5 dataset period size"
},
"Torsk": {
"context_window_size": 10,
"density": 0.01,
"imed_loss": false,
"input_map_scale": 0.125,
"input_map_size": 100,
"prediction_window_size": 5,
"reservoir_representation": "sparse",
"scoring_large_window_size": 100,
"scoring_small_window_size": 10,
"spectral_radius": 2.0,
"tikhonov_beta": null,
"train_method": "pinv_svd",
"train_window_size": 100,
"transient_window_size": "20% of train_window_size"
},
"Triple ES (Holt-Winter's)": {
"period": "dataset period size",
"seasonal": "add",
"train_window_size": 400,
"trend": "add"
},
"VALMOD": {
"exclusion_zone": 0.5,
"heap_size": 50,
"max_anomaly_window_size": "2.0 dataset period size",
"min_anomaly_window_size": "1.0 dataset period size"
},
"XGBoosting (RR)": {
"booster": "gblinear",
"learning_rate": 0.1,
"n_trees": 10,
"max_depth": "default",
"max_samples": "default",
"colsample_bytree": "default",
"colsample_bylevel": "default",
"colsample_bynode": "default"
},
"__comment": "############## the following algorithms were excluded from the parameter optimization ##############",
"CBLOF": {
"alpha": "default",
"beta": "default",
"use_weights": "default"
},
"DSPOT": {
"alert": "default",
"q": "default"
},
"Extended Isolation Forest (EIF)": {
"extension_level": "default",
"limit": "default",
"max_samples": "default"
},
"HealthESN": {
"activation": "default",
"connectivity": "default",
"linear_hidden_size": "default",
"spectral_radius": "default"
},
"IF-LOF": {
"alpha": "default",
"m": "default",
"max_samples": "default"
},
"Isolation Forest (iForest)": {
"bootstrap": "default",
"max_samples": "default"
},
"KNN": {
"method": "default",
"radius": "default"
},
"PCC": {
"n_components": "default",
"n_selected_components": "default",
"tol": "default",
"whiten": "default"
},
"Hybrid Isolation Forest (HIF)": {
"max_samples": "default"
}
},
"__heuristic_function_mapping": {
"+30% default value": "DefaultFactorHeuristic(factor=1.3)",
"-30% default value": "DefaultFactorHeuristic(factor=0.7)",
"0.5 dataset period size": "PeriodSizeHeuristic(factor=0.5, fb_value=50)",
"1.0 dataset period size": "PeriodSizeHeuristic(factor=1.0, fb_value=100)",
"1.5 dataset period size": "PeriodSizeHeuristic(factor=1.5, fb_value=150)",
"1.5*window_size": "ParameterDependenceHeuristic(source_parameter='window_size', factor=1.5)",
"10% of dataset length": "RelativeDatasetSizeHeuristic(factor=0.1)",
"10% of dataset length or until first anomaly": "CleanStartSequenceSizeHeuristic(max_factor=0.1)",
"2.0 dataset period size": "PeriodSizeHeuristic(factor=2.0, fb_value=200)",
"20% of train_window_size": "ParameterDependenceHeuristic(source_parameter='train_window_size', factor=0.2)",
"[0.5, 1.0, 1.5] * dataset period size": "EmbedDimRangeHeuristic(base_factor=1.5, base_fb_value=150, dim_factors=[0.5, 1.0, 1.5])",
"dataset contamination": "ContaminationHeuristic()",
"dataset period size": "PeriodSizeHeuristic(factor=1, fb_value=100)",
"default value": "DefaultFactorHeuristic()",
"e+1 default value": "DefaultExponentialFactorHeuristic(exponent=+1)",
"e+2 default value": "DefaultExponentialFactorHeuristic(exponent=+2)",
"e+3 default value": "DefaultExponentialFactorHeuristic(exponent=+3)",
"e-1 default value": "DefaultExponentialFactorHeuristic(exponent=-1)",
"e-2 default value": "DefaultExponentialFactorHeuristic(exponent=-2)",
"e-3 default value": "DefaultExponentialFactorHeuristic(exponent=-3)",
"max anomaly length": "AnomalyLengthHeuristic(agg_type='max')",
"min anomaly length": "AnomalyLengthHeuristic(agg_type='min')",
"dataset id": "DatasetIdHeuristic()"
},
"dependent_params": {
"anomaly_window_size": "max anomaly length",
"embed_dim_range": "[0.5, 1.0, 1.5] * dataset period size",
"max_anomalies": "dataset contamination",
"max_anomaly_window_size": "max anomaly length",
"max_lag": "10% of dataset length",
"min_anomaly_window_size": "min anomaly length",
"n_init_train": "10% of dataset length or until first anomaly",
"neighbourhood_size": "2.0 dataset period size",
"period": "dataset period size",
"query_window_size": "1.5*window_size",
"transient_window_size": "20% of train_window_size",
"window_size": "1.0 dataset period size"
},
"fixed_params": {
"activationThreshold": 12,
"autoDetectWaitRecords": 50,
"batch_size": 64,
"bounded": true,
"cellsPerColumn": 32,
"columnCount": 2048,
"cuda": false,
"distance_metric": "euclidean",
"distance_metric_order": 2,
"down": true,
"dropout": 0.5,
"early_stopping_delta": 0.05,
"early_stopping_patience": 10,
"encoding_input_width": 21,
"encoding_output_width": 50,
"epochs": 500,
"exclusion_zone": 0.5,
"exhaustive_search": false,
"globalDecay": 0.0,
"heap_size": 50,
"hidden_layer_shape": [
100,
100
],
"hidden_size": 20,
"img_size": 64,
"initialPerm": 0.21,
"inputWidth": 2048,
"iter_batch_size": 500,
"iterations": 25,
"kernel_size": "default",
"l2_reg": 0.0001,
"leaky_relu_alpha": 0.03,
"learning_rate": 0.001,
"level": 0.99,
"linear_layer_shape": "default",
"lstm_batch_size": 64,
"maxAge": 0,
"maxSegmentsPerCell": 128,
"maxSynapsesPerSegment": 32,
"max_alphabet_size": 10,
"max_depth": 4,
"max_excess": 200,
"max_features": 1.0,
"max_features_method": "auto",
"max_features_per_estimator": 0.5,
"max_iter": "default",
"max_p": 5,
"max_paa_transform_size": 20,
"max_q": 5,
"minThreshold": 9,
"min_samples_leaf": 1,
"min_samples_split": 2,
"n_hidden_features_factor": 1.0,
"n_init": 1000,
"n_jobs": 1,
"n_min": 1,
"newSynapseCount": 20,
"noise_ratio": 0.1,
"normal_model_percentage": 0.5,
"normalization_threshold": 0.01,
"numActiveColumnsPerInhArea": 40,
"num_kernels": 32,
"p_start": 1,
"pamLength": 1,
"percentile": 0.05,
"permanenceDec": 0.1,
"permanenceInc": 0.1,
"potentialPct": 0.5,
"q_start": 1,
"random_state": 42,
"regularization": 0.001,
"reservoir_representation": "sparse",
"rf_method": "alpha",
"scoring_large_window_size": 100,
"scoring_small_window_size": 10,
"selectivity": 0.8,
"smoothing_perc": 0.05,
"split": 0.8,
"stabilized": true,
"start_level": 3,
"store_precision": true,
"stride": 1,
"support_fraction": "default",
"svd_solver": "auto",
"synPermActiveInc": 0.1,
"synPermConnected": 0.1,
"synPermInactiveDec": 0.005,
"test_batch_size": 64,
"threshold_percentile": 0.99,
"thresholding_p": 0.05,
"timestamp_unit": "m",
"timesteps": 2,
"tree_method": "auto",
"up": true,
"validation_batch_size": 64,
"verbose": 0,
"window_method": "sliding",
"windows": "default",
"with_threshold": true,
"x_dims": 120
},
"optimized_params": {
"C": [
0.01,
0.1,
1.0,
10.0,
100.0
],
"activation": [
"tanh",
"sigmoid"
],
"alert": [
true,
false
],
"alpha": {
"CBLOF": [
0.8,
0.9,
1.0
],
"DBStream": [
0.01,
0.1,
0.2,
0.5
],
"HBOS": [
0.01,
0.1,
0.2,
0.5
],
"IF-LOF": [
0.1,
0.5,
0.9
],
"NumentaHTM": [
0.1,
0.5,
0.9
],
"SAND": [
0.1,
0.5,
0.9
],
"SSA": [
0.1,
0.2,
0.5
]
},
"alphabet_size": {
"GrammarViz": [
3,
4,
5,
6
],
"HOT SAX": [
3,
4,
5,
6
],
"TARZAN": [
3,
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