ES

Method matrix

This table summarizes which API methods are implemented by each predictor.

Method	ModalBoundaryClustering	ShuShu	CheChe	ModalScoutEnsemble	InsideForest	Brief description
fit	✓	✓	✓	✓	✓	Fit the model to the dataset.
fit_predict	✓	✓	✓	✓	—	Train and return assigned labels or regions.
fit_transform	✓	✓	✓	✓	—	Fit and transform data into an internal representation.
transform	✓	✓	✓	✓	✓	Transform new samples according to the trained model.
predict	✓	✓	✓	✓	✓	Predict labels or values for new samples.
predict_proba	✓	✓	✓	✓	—	Estimate prediction probabilities or confidence.
decision_function	✓	✓	✓	✓	—	Return score or distance to the decision boundary.
predict_regions	✓	✓	✓	✓	✓	Indicate the region or cluster each sample belongs to. Similar to get_cluster in some predictors.
score	✓	✓	✓	✓	—	Compute a performance metric on test data.
save	✓	✓	✓	✓	✓	Save the trained model to disk.
load	✓	✓	✓	✓	—	Load a previously saved model.
plot_pairs	✓	✓	✓	✓	—	Plot feature pairs with regions or clusters.
plot_pair_3d	✓	✓	✓	✓	—	Plot two features and the response in 3D.
interpretability_summary	✓	✓	✓	✓	✓	Interpretability summary of regions or the model.

See the README for more context.