Index

_

__init__() (ssbc.calibration.bootstrap.DataGenerator method) (ssbc.core_pkg.core.SSBCResult method) (ssbc.core_pkg.SSBCResult method) (ssbc.simulation.BinaryClassifierSimulator method)

__repr__() (ssbc.simulation.BinaryClassifierSimulator method)

A

alpha_corrected (ssbc.core_pkg.core.SSBCResult attribute), [1] (ssbc.core_pkg.SSBCResult attribute), [1] alpha_scan() (in module ssbc.calibration) (in module ssbc.calibration.conformal)

alpha_target (ssbc.core_pkg.core.SSBCResult attribute), [1] (ssbc.core_pkg.SSBCResult attribute), [1]

B

BinaryClassifierSimulator (class in ssbc.simulation) bootstrap_calibration_uncertainty() (in module ssbc.calibration) (in module ssbc.calibration.bootstrap)

build_conditional_prediction_sets() (in module ssbc.utils) build_mondrian_prediction_sets() (in module ssbc.utils)

C

clopper_pearson_intervals() (in module ssbc.bounds) (in module ssbc.bounds.statistical) clopper_pearson_lower() (in module ssbc.bounds) (in module ssbc.bounds.statistical) clopper_pearson_upper() (in module ssbc.bounds) (in module ssbc.bounds.statistical) compute_loo_corrected_bounds_analytical() (in module ssbc.metrics.loo_uncertainty) compute_loo_corrected_bounds_exact_binomial() (in module ssbc.metrics.loo_uncertainty) compute_loo_corrected_bounds_hoeffding() (in module ssbc.metrics.loo_uncertainty) compute_loo_corrected_prediction_bounds() (in module ssbc.metrics) (in module ssbc.metrics.loo_uncertainty) compute_operational_rate() (in module ssbc.utils) compute_pac_operational_bounds_marginal() (in module ssbc.metrics) (in module ssbc.metrics.operational_bounds_simple)

compute_pac_operational_bounds_marginal_loo_corrected() (in module ssbc.metrics) (in module ssbc.metrics.operational_bounds_simple) compute_pac_operational_bounds_perclass() (in module ssbc.metrics) (in module ssbc.metrics.operational_bounds_simple) compute_pac_operational_bounds_perclass_loo_corrected() (in module ssbc.metrics) (in module ssbc.metrics.operational_bounds_simple) compute_pac_operational_metrics() (in module ssbc.calibration) (in module ssbc.calibration.conformal) compute_robust_prediction_bounds() (in module ssbc.metrics) (in module ssbc.metrics.loo_uncertainty) cp_interval() (in module ssbc.bounds) (in module ssbc.bounds.statistical) cross_conformal_validation() (in module ssbc.calibration) (in module ssbc.calibration.cross_conformal)

D

DataGenerator (class in ssbc.calibration.bootstrap)

details (ssbc.core_pkg.core.SSBCResult attribute), [1] (ssbc.core_pkg.SSBCResult attribute), [1]

E

ensure_ci() (in module ssbc.bounds) estimate_loo_inflation_factor() (in module ssbc.metrics) (in module ssbc.metrics.loo_uncertainty)

evaluate_test_dataset() (in module ssbc.utils)

F

format_prediction_bounds_report() (in module ssbc.metrics) (in module ssbc.metrics.loo_uncertainty)

G

generate() (ssbc.calibration.bootstrap.DataGenerator method) (ssbc.simulation.BinaryClassifierSimulator method)

generate_rigorous_pac_report() (in module ssbc.reporting) (in module ssbc.reporting.rigorous_report) get_calibration_bounds_dataframe() (in module ssbc.validation_pkg)

M

mode (ssbc.core_pkg.core.SSBCResult attribute), [1] (ssbc.core_pkg.SSBCResult attribute), [1] module ssbc.bounds ssbc.bounds.statistical ssbc.calibration ssbc.calibration.bootstrap ssbc.calibration.conformal ssbc.calibration.cross_conformal ssbc.core_pkg ssbc.core_pkg.core ssbc.hyperparameter ssbc.metrics ssbc.metrics.loo_uncertainty ssbc.metrics.operational_bounds_simple ssbc.reporting ssbc.reporting.rigorous_report ssbc.reporting.visualization ssbc.simulation ssbc.utils ssbc.validation_pkg

mondrian_conformal_calibrate() (in module ssbc.calibration) (in module ssbc.calibration.conformal)

N

n (ssbc.core_pkg.core.SSBCResult attribute), [1] (ssbc.core_pkg.SSBCResult attribute), [1]

P

p_class0 (ssbc.simulation.BinaryClassifierSimulator attribute) p_class1 (ssbc.simulation.BinaryClassifierSimulator attribute) plot_bootstrap_distributions() (in module ssbc.calibration) (in module ssbc.calibration.bootstrap) plot_calibration_excess() (in module ssbc.validation_pkg) plot_parallel_coordinates_plotly() (in module ssbc.reporting) (in module ssbc.reporting.visualization) plot_validation_bounds() (in module ssbc.validation_pkg)

prediction_bounds() (in module ssbc.bounds) (in module ssbc.bounds.statistical) prediction_bounds_beta_binomial() (in module ssbc.bounds) (in module ssbc.bounds.statistical) print_calibration_validation_results() (in module ssbc.validation_pkg) print_cross_conformal_results() (in module ssbc.calibration) (in module ssbc.calibration.cross_conformal) print_validation_results() (in module ssbc.validation_pkg)

R

report_prediction_stats() (in module ssbc.reporting) (in module ssbc.reporting.visualization)

rng (ssbc.simulation.BinaryClassifierSimulator attribute)

S

satisfied_mass (ssbc.core_pkg.core.SSBCResult attribute), [1] (ssbc.core_pkg.SSBCResult attribute), [1] split_by_class() (in module ssbc.calibration) (in module ssbc.calibration.conformal) ssbc.bounds module ssbc.bounds.statistical module ssbc.calibration module ssbc.calibration.bootstrap module ssbc.calibration.conformal module ssbc.calibration.cross_conformal module ssbc.core_pkg module ssbc.core_pkg.core module ssbc.hyperparameter module ssbc.metrics module

ssbc.metrics.loo_uncertainty module ssbc.metrics.operational_bounds_simple module ssbc.reporting module ssbc.reporting.rigorous_report module ssbc.reporting.visualization module ssbc.simulation module ssbc.utils module ssbc.validation_pkg module ssbc_correct() (in module ssbc.core_pkg) (in module ssbc.core_pkg.core) SSBCResult (class in ssbc.core_pkg) (class in ssbc.core_pkg.core) sweep_and_plot_parallel_plotly() (in module ssbc.hyperparameter) sweep_hyperparams_and_collect() (in module ssbc.hyperparameter)

U

u_star (ssbc.core_pkg.core.SSBCResult attribute), [1] (ssbc.core_pkg.SSBCResult attribute), [1]

V

validate_pac_bounds() (in module ssbc.validation_pkg)

validate_prediction_interval_calibration() (in module ssbc.validation_pkg)