Index

A

ACORE (class in lf2i.test_statistics)

B

BFF (class in lf2i.test_statistics)

build_model() (lf2i.critical_values.nn_qr_algorithm.QuantileNN method)

C

check_probs_classifier() (in module lf2i.plot.miscellanea) compute_confidence_regions() (in module lf2i.confidence_regions.neyman_inversion) compute_indicators_lf2i() (in module lf2i.diagnostics.diagnostics) compute_indicators_posterior() (in module lf2i.diagnostics.diagnostics) compute_indicators_prediction() (in module lf2i.diagnostics.diagnostics)

coverage_barplot() (in module lf2i.plot.coverage_diagnostics) coverage_boxplot() (in module lf2i.plot.coverage_diagnostics) coverage_pairplot() (in module lf2i.plot.coverage_diagnostics) coverage_probability_plot() (in module lf2i.plot.coverage_diagnostics) coverage_regions_plot() (in module lf2i.plot.coverage_diagnostics)

D

diagnostics() (lf2i.inference.LF2I method)

E

epsilon_variance_correction() (in module lf2i.utils.waldo_inputs) estimate() (lf2i.test_statistics.ACORE method) (lf2i.test_statistics.BFF method) (lf2i.test_statistics.TestStatistic method) (lf2i.test_statistics.Waldo method)

estimate_coverage_proba() (in module lf2i.diagnostics.diagnostics) evaluate() (lf2i.test_statistics.ACORE method) (lf2i.test_statistics.BFF method) (lf2i.test_statistics.TestStatistic method) (lf2i.test_statistics.Waldo method)

F

fit() (lf2i.critical_values.nn_qr_algorithm.Learner method) fit_r_estimator() (in module lf2i.diagnostics.diagnostics)

forward() (lf2i.critical_values.nn_qr_algorithm.QuantileLoss method) (lf2i.critical_values.nn_qr_algorithm.QuantileNN method)

G

gaussian_prediction_sets() (in module lf2i.utils.other_methods)

GaussianMean (class in lf2i.simulator.gaussian)

H

hist_pairplot() (in module lf2i.plot.miscellanea)

hpd_region() (in module lf2i.utils.other_methods)

I

inference() (lf2i.inference.LF2I method)

init_weights() (lf2i.critical_values.nn_qr_algorithm.QuantileNN method)

L

Learner (class in lf2i.critical_values.nn_qr_algorithm) lf2i module LF2I (class in lf2i.inference) lf2i.cli module lf2i.confidence_regions.neyman_inversion module lf2i.critical_values module lf2i.critical_values.nn_qr_algorithm module lf2i.critical_values.quantile_regression module lf2i.diagnostics module lf2i.diagnostics.diagnostics module lf2i.inference module lf2i.plot module lf2i.plot.coverage_diagnostics module

lf2i.plot.miscellanea module lf2i.plot.parameter_regions module lf2i.simulator module lf2i.simulator.gaussian module lf2i.simulator.hep module lf2i.test_statistics module lf2i.utils.calibration_diagnostics_inputs module lf2i.utils.miscellanea module lf2i.utils.odds_inputs module lf2i.utils.other_methods module lf2i.utils.waldo_inputs module

M

module lf2i lf2i.cli lf2i.confidence_regions.neyman_inversion lf2i.critical_values lf2i.critical_values.nn_qr_algorithm lf2i.critical_values.quantile_regression lf2i.diagnostics lf2i.diagnostics.diagnostics lf2i.inference lf2i.plot lf2i.plot.coverage_diagnostics lf2i.plot.miscellanea lf2i.plot.parameter_regions lf2i.simulator lf2i.simulator.gaussian lf2i.simulator.hep lf2i.test_statistics lf2i.utils.calibration_diagnostics_inputs lf2i.utils.miscellanea lf2i.utils.odds_inputs lf2i.utils.other_methods lf2i.utils.waldo_inputs

N

np_to_pd() (in module lf2i.utils.miscellanea)

O

OnOff (class in lf2i.simulator.hep)

P

param_space_bounds (lf2i.simulator.hep.OnOff property) parameter_regions_pairplot() (in module lf2i.plot.parameter_regions) plot_parameter_region() (in module lf2i.plot.parameter_regions) plot_parameter_region_1D() (in module lf2i.plot.parameter_regions) plot_parameter_region_2D() (in module lf2i.plot.parameter_regions) PolygonPatchFixed() (in module lf2i.plot.miscellanea) PolygonPathFixed() (in module lf2i.plot.miscellanea) predict() (lf2i.critical_values.nn_qr_algorithm.Learner method) predict_r_estimator() (in module lf2i.diagnostics.diagnostics) preprocess_diagnostics() (in module lf2i.utils.calibration_diagnostics_inputs) preprocess_for_odds_cs() (in module lf2i.utils.odds_inputs) preprocess_for_odds_cv() (in module lf2i.utils.odds_inputs)

preprocess_indicators_lf2i() (in module lf2i.utils.calibration_diagnostics_inputs) preprocess_indicators_posterior() (in module lf2i.utils.calibration_diagnostics_inputs) preprocess_indicators_prediction() (in module lf2i.utils.calibration_diagnostics_inputs) preprocess_neyman_inversion() (in module lf2i.utils.calibration_diagnostics_inputs) preprocess_odds_estimation() (in module lf2i.utils.odds_inputs) preprocess_odds_integration() (in module lf2i.utils.odds_inputs) preprocess_odds_maximization() (in module lf2i.utils.odds_inputs) preprocess_predict_quantile_regression() (in module lf2i.utils.calibration_diagnostics_inputs) preprocess_train_quantile_regression() (in module lf2i.utils.calibration_diagnostics_inputs) preprocess_waldo_computation() (in module lf2i.utils.waldo_inputs) preprocess_waldo_estimation() (in module lf2i.utils.waldo_inputs) preprocess_waldo_evaluation() (in module lf2i.utils.waldo_inputs)

Q

QuantileLoss (class in lf2i.critical_values.nn_qr_algorithm)

QuantileNN (class in lf2i.critical_values.nn_qr_algorithm)

S

simulate_for_critical_values() (lf2i.simulator.gaussian.GaussianMean method) (lf2i.simulator.hep.OnOff method) (lf2i.simulator.Simulator method) simulate_for_diagnostics() (lf2i.simulator.gaussian.GaussianMean method) (lf2i.simulator.hep.OnOff method) (lf2i.simulator.Simulator method)

simulate_for_test_statistic() (lf2i.simulator.gaussian.GaussianMean method) (lf2i.simulator.hep.OnOff method) (lf2i.simulator.Simulator method) Simulator (class in lf2i.simulator)

T

TestStatistic (class in lf2i.test_statistics) to_np_if_torch() (in module lf2i.utils.miscellanea)

train_qr_algorithm() (in module lf2i.critical_values.quantile_regression) training (lf2i.critical_values.nn_qr_algorithm.QuantileLoss attribute) (lf2i.critical_values.nn_qr_algorithm.QuantileNN attribute)

W

Waldo (class in lf2i.test_statistics)