API Reference

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Classifier Combination

• combo.models.classifier_comb.SimpleClassifierAggregator: a collection of classifier combination methods, e.g., average, median, and majority vote.

• combo.models.classifier_stacking.Stacking: Stacking (meta ensembling). Check this introductory article by Kaggle.

• combo.models.classifier_dcs.DCS_LA: Dynamic classifier selection (DCS) by local accuracy.

• combo.models.classifier_des.DES_LA: Dynamic ensemble selection (DES) by local accuracy.

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Cluster Combination

• combo.models.cluster_comb.ClustererEnsemble: Clusterer Ensemble combines multiple base clustering estimators by alignment.

• combo.models.cluster_comb.clusterer_ensemble_scores(): Clusterer Ensemble on clustering results directly.

• combo.models.cluster_eac.EAC: Combining multiple clusterings using evidence accumulation (EAC).

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Outlier Detector Combination

• combo.models.detector_comb.SimpleDetectorAggregator: a collection of outlier detector combination methods, e.g., average, median, and maximization. Refer PyOD for more information.

• combo.models.detector_lscp.LSCP: Locally Selective Combination of Parallel Outlier Ensembles (LSCP).

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Score Combination

combo.models.score_comb: a collection of (raw) score combination methods.

• combo.models.score_comb.average()

• combo.models.score_comb.maximization()

• combo.models.score_comb.median()

• combo.models.score_comb.majority_vote()

• combo.models.score_comb.aom()

• combo.models.score_comb.moa()

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All Models

• Core Models
  • combo.models.classifier_comb module
    • SimpleClassifierAggregator
      • SimpleClassifierAggregator.fit()
      • SimpleClassifierAggregator.fit_predict()
      • SimpleClassifierAggregator.get_params()
      • SimpleClassifierAggregator.predict()
      • SimpleClassifierAggregator.predict_proba()
      • SimpleClassifierAggregator.set_params()
  • combo.models.classifier_dcs module
    • DCS_LA
      • DCS_LA.fit()
      • DCS_LA.fit_predict()
      • DCS_LA.get_params()
      • DCS_LA.predict()
      • DCS_LA.predict_proba()
      • DCS_LA.set_params()
  • combo.models.classifier_des module
    • DES_LA
      • DES_LA.fit()
      • DES_LA.fit_predict()
      • DES_LA.get_params()
      • DES_LA.predict()
      • DES_LA.predict_proba()
      • DES_LA.set_params()
  • combo.models.classifier_stacking module
    • Stacking
      • Stacking.fit()
      • Stacking.fit_predict()
      • Stacking.get_params()
      • Stacking.predict()
      • Stacking.predict_proba()
      • Stacking.set_params()
    • split_datasets()
  • combo.models.cluster_comb module
    • ClustererEnsemble
      • ClustererEnsemble.labels_
      • ClustererEnsemble.fit()
      • ClustererEnsemble.fit_predict()
      • ClustererEnsemble.get_params()
      • ClustererEnsemble.predict()
      • ClustererEnsemble.predict_proba()
      • ClustererEnsemble.set_params()
    • clusterer_ensemble_scores()
  • combo.models.cluster_eac module
    • EAC
      • EAC.labels_
      • EAC.Z_
      • EAC.fit()
      • EAC.fit_predict()
      • EAC.get_params()
      • EAC.predict()
      • EAC.predict_proba()
      • EAC.set_params()
  • combo.models.detector_comb module
    • SimpleDetectorAggregator
      • SimpleDetectorAggregator.decision_scores_
      • SimpleDetectorAggregator.threshold_
      • SimpleDetectorAggregator.labels_
      • SimpleDetectorAggregator.decision_function()
      • SimpleDetectorAggregator.fit()
      • SimpleDetectorAggregator.fit_predict()
      • SimpleDetectorAggregator.get_params()
      • SimpleDetectorAggregator.predict()
      • SimpleDetectorAggregator.predict_proba()
      • SimpleDetectorAggregator.set_params()
  • combo.models.detector_lscp module
    • LSCP
      • LSCP.decision_scores_
      • LSCP.threshold_
      • LSCP.labels_
      • LSCP.decision_function()
      • LSCP.fit()
      • LSCP.fit_predict()
      • LSCP.get_params()
      • LSCP.predict()
      • LSCP.predict_proba()
      • LSCP.set_params()
  • combo.models.score_comb module
    • aom()
    • average()
    • majority_vote()
    • maximization()
    • median()
    • moa()
  • Module contents
• Utils Functions
  • combo.utils.data module
    • evaluate_print()
  • combo.utils.utility module
    • argmaxn()
    • check_detector()
    • generate_bagging_indices()
    • generate_indices()
    • get_label_n()
    • invert_order()
    • list_diff()
    • precision_n_scores()
    • score_to_label()
    • score_to_proba()
    • standardizer()
  • Module contents