ExplainΒΆ

Sensitivity analysis

Perform sensitivity analysis to identify feature relevances

sensitivity_analysis(model, dataset[, std, ...])

Perform a sensitivity analysis using the partial derivatives method.

plot_sensitivity(results[, mode, per_class, ...])

Plot results of the sensitivity analysis.

Sparse linear model

Use sparse models to approximate classification/regression tasks

lasso_classification(dataset[, ...])

Perform sparse classification via LASSO on a given DictDataset (requires keys: "data" and "labels").

lasso_regression(dataset[, alphas, ...])

Perform sparse regression via LASSO on a given DictDataset (requires keys: "data" and "target").

plot_lasso_classification(classifier[, ...])

Plot results of the LASSO classification.

plot_lasso_regression(regressor[, feats, ...])

Plot the results of the LASSO regression.