Index

A

AbstractCDFEstimator (class in lf2i.estimators.base_cdf) AbstractClassifier (class in lf2i.estimators.base_likelihoods) AbstractClassifierTrainer (class in lf2i.estimators.base_likelihoods) AbstractKDE (class in lf2i.estimators.base_posteriors) AbstractNeuralPosterior (class in lf2i.estimators.base_posteriors) AbstractNeuralPosteriorTrainer (class in lf2i.estimators.base_posteriors)

AbstractPosterior (class in lf2i.estimators.base_posteriors) AbstractProbabilisticClassifier (class in lf2i.estimators.base_probabilistic_classifier) AbstractQuantileRegressor (class in lf2i.estimators.base_quantile_regressor) ACORE (class in lf2i.test_statistics.acore) append_simulations() (lf2i.estimators.base_posteriors.AbstractNeuralPosteriorTrainer method) augment_calibration_set() (in module lf2i.calibration.p_values)

B

BetaNetwork (class in lf2i.estimators.torch_utils.cdf) BFF (class in lf2i.test_statistics.bff)

BrierScoreLoss (class in lf2i.estimators.torch_utils.cdf) build_model() (lf2i.estimators.torch_utils.quantile_regressor.FeedForwardNN method) build_posterior() (lf2i.estimators.base_posteriors.AbstractNeuralPosteriorTrainer method)

C

calibration_cdf_panel() (in module lf2i.plot.calibration_diagnostics) calibration_score_panel() (in module lf2i.plot.calibration_diagnostics) calibration_score_plot() (in module lf2i.plot.calibration_diagnostics) check_for_infs() (in module lf2i.utils.miscellanea) check_for_nans() (in module lf2i.utils.miscellanea) check_if_positive() (in module lf2i.utils.waldo_inputs) 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.coverage_probability) compute_indicators_posterior() (in module lf2i.diagnostics.coverage_probability) compute_indicators_prediction() (in module lf2i.diagnostics.coverage_probability)

conditional_sampling() (in module lf2i.calibration.p_values) coverage() (lf2i.inference.LF2I method) (lf2i.inference.lf2i.LF2I method) coverage_barplot() (in module lf2i.plot.coverage_diagnostics) coverage_boxplot() (in module lf2i.plot.coverage_diagnostics) coverage_nominal_actual_band() (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) create_artists() (lf2i.plot.parameter_regions.MergedPatchHandler method) create_jetr_cmap() (in module lf2i.plot.coverage_diagnostics)

D

diagnostics() (lf2i.inference.LF2I method) (lf2i.inference.lf2i.LF2I method)

E

estimate() (lf2i.test_statistics.acore.ACORE method) (lf2i.test_statistics.bff.BFF method) (lf2i.test_statistics.posterior.Posterior method) (lf2i.test_statistics.posterior.PosteriorPriorRatio method) (lf2i.test_statistics.posterior.PriorPosteriorRatio method) (lf2i.test_statistics.waldo.Waldo method) estimate_coverage_proba() (in module lf2i.diagnostics.coverage_probability)

estimate_rejection_proba() (in module lf2i.calibration.p_values) evaluate() (lf2i.test_statistics.acore.ACORE method) (lf2i.test_statistics.bff.BFF method) (lf2i.test_statistics.posterior.Posterior method) (lf2i.test_statistics.posterior.PosteriorPriorRatio method) (lf2i.test_statistics.posterior.PriorPosteriorRatio method) (lf2i.test_statistics.waldo.Waldo method)

F

FeedForwardNN (class in lf2i.estimators.torch_utils.quantile_regressor) find_nans_and_infs() (in module lf2i.utils.miscellanea) fit() (lf2i.estimators.base_cdf.AbstractCDFEstimator method) (lf2i.estimators.base_likelihoods.AbstractClassifierTrainer method) (lf2i.estimators.base_probabilistic_classifier.AbstractProbabilisticClassifier method) (lf2i.estimators.base_quantile_regressor.AbstractQuantileRegressor method) (lf2i.estimators.torch_utils.cdf.ParametricCDFEstimator method) (lf2i.estimators.torch_utils.quantile_regressor.Learner method)

fit_r_estimator() (in module lf2i.diagnostics.coverage_probability) forward() (lf2i.estimators.torch_utils.cdf.BetaNetwork method) (lf2i.estimators.torch_utils.cdf.BrierScoreLoss method) (lf2i.estimators.torch_utils.cdf.QuantileWeightedCRPSLoss method) (lf2i.estimators.torch_utils.cdf.SigmoidCDF method) (lf2i.estimators.torch_utils.quantile_regressor.FeedForwardNN method) (lf2i.estimators.torch_utils.quantile_regressor.QuantileLoss method)

G

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

GaussianMean (class in lf2i.simulator.gaussian) GaussianMixtureLocation (class in lf2i.simulator.gmm)

H

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

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

I

inference() (lf2i.inference.LF2I method) (lf2i.inference.lf2i.LF2I method)

isin_with_tol() (in module lf2i.diagnostics.coverage_probability)

L

Learner (class in lf2i.estimators.torch_utils.quantile_regressor) LearnerClassification (class in lf2i.estimators.torch_utils.quantile_regressor) LearnerRegression (class in lf2i.estimators.torch_utils.quantile_regressor) lf2i module LF2I (class in lf2i.inference) (class in lf2i.inference.lf2i) lf2i.calibration module lf2i.calibration.critical_values module lf2i.calibration.p_values module lf2i.cli module lf2i.confidence_regions module lf2i.confidence_regions.neyman_inversion module lf2i.diagnostics module lf2i.diagnostics.coverage_probability module lf2i.diagnostics.monte_carlo_methods module lf2i.estimators module lf2i.estimators.base_cdf module lf2i.estimators.base_likelihoods module lf2i.estimators.base_posteriors module lf2i.estimators.base_probabilistic_classifier module lf2i.estimators.base_quantile_regressor module lf2i.estimators.torch_utils.cdf module lf2i.estimators.torch_utils.quantile_regressor module lf2i.inference module lf2i.inference.lf2i module lf2i.plot module lf2i.plot.animation module

lf2i.plot.calibration_diagnostics module lf2i.plot.coverage_diagnostics module lf2i.plot.miscellanea module lf2i.plot.parameter_regions module lf2i.plot.power_diagnostics module lf2i.plot.test_statistic_diagnostics module lf2i.simulator module lf2i.simulator.gaussian module lf2i.simulator.gmm module lf2i.simulator.hep module lf2i.test_statistics.acore module lf2i.test_statistics.bff module lf2i.test_statistics.posterior module lf2i.test_statistics.waldo module lf2i.utils module lf2i.utils.calibration_diagnostics_inputs module lf2i.utils.confidence_regions module lf2i.utils.miscellanea module lf2i.utils.odds_inputs module lf2i.utils.other_methods module lf2i.utils.parallel module lf2i.utils.posterior_ts_inputs module lf2i.utils.waldo_inputs module likelihood() (lf2i.simulator.gmm.GaussianMixtureLocation method) log_prob() (lf2i.estimators.base_posteriors.AbstractKDE method) (lf2i.estimators.base_posteriors.AbstractNeuralPosterior method) (lf2i.estimators.base_posteriors.AbstractPosterior method)

M

mc_diagnostics() (lf2i.inference.LF2I method) (lf2i.inference.lf2i.LF2I method) MergedPatchHandler (class in lf2i.plot.parameter_regions) module lf2i lf2i.calibration lf2i.calibration.critical_values lf2i.calibration.p_values lf2i.cli lf2i.confidence_regions lf2i.confidence_regions.neyman_inversion lf2i.diagnostics lf2i.diagnostics.coverage_probability lf2i.diagnostics.monte_carlo_methods lf2i.estimators lf2i.estimators.base_cdf lf2i.estimators.base_likelihoods lf2i.estimators.base_posteriors lf2i.estimators.base_probabilistic_classifier lf2i.estimators.base_quantile_regressor lf2i.estimators.torch_utils.cdf lf2i.estimators.torch_utils.quantile_regressor lf2i.inference lf2i.inference.lf2i lf2i.plot lf2i.plot.animation lf2i.plot.calibration_diagnostics lf2i.plot.coverage_diagnostics lf2i.plot.miscellanea lf2i.plot.parameter_regions lf2i.plot.power_diagnostics lf2i.plot.test_statistic_diagnostics lf2i.simulator lf2i.simulator.gaussian lf2i.simulator.gmm lf2i.simulator.hep lf2i.test_statistics.acore lf2i.test_statistics.bff lf2i.test_statistics.posterior lf2i.test_statistics.waldo lf2i.utils lf2i.utils.calibration_diagnostics_inputs lf2i.utils.confidence_regions lf2i.utils.miscellanea lf2i.utils.odds_inputs lf2i.utils.other_methods lf2i.utils.parallel lf2i.utils.posterior_ts_inputs lf2i.utils.waldo_inputs

monte_carlo_confidence_region() (in module lf2i.diagnostics.monte_carlo_methods) (in module lf2i.utils.other_methods) monte_carlo_coverage() (in module lf2i.diagnostics.monte_carlo_methods) (in module lf2i.utils.other_methods) monte_carlo_coverage_posterior() (in module lf2i.diagnostics.monte_carlo_methods) (in module lf2i.utils.other_methods) monte_carlo_critical_values() (in module lf2i.diagnostics.monte_carlo_methods) (in module lf2i.utils.other_methods) monte_carlo_pvalue_diagnostics() (in module lf2i.diagnostics.monte_carlo_methods) (in module lf2i.utils.other_methods) multi_quantile_mean_pinball_loss() (in module lf2i.calibration.critical_values)

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) parameter_regions_pairplot_animation() (in module lf2i.plot.animation) ParametricCDFEstimator (class in lf2i.estimators.torch_utils.cdf) PinGreenNormalize (class in lf2i.plot.coverage_diagnostics) plot_cdf_comparison() (in module lf2i.plot.calibration_diagnostics) plot_confidence_distributions_1D() (in module lf2i.plot.parameter_regions) plot_parameter_intervals() (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) plot_parameter_regions() (in module lf2i.plot.parameter_regions) plot_parameter_relevance() (in module lf2i.plot.test_statistic_diagnostics) plot_posterior_distributions_1D() (in module lf2i.plot.parameter_regions) PolygonPatchFixed() (in module lf2i.plot.miscellanea) PolygonPathFixed() (in module lf2i.plot.miscellanea) Posterior (class in lf2i.test_statistics.posterior) PosteriorPriorRatio (class in lf2i.test_statistics.posterior) power() (lf2i.inference.LF2I method) (lf2i.inference.lf2i.LF2I method) predict() (lf2i.estimators.base_quantile_regressor.AbstractQuantileRegressor method) (lf2i.estimators.torch_utils.quantile_regressor.Learner method) (lf2i.estimators.torch_utils.quantile_regressor.LearnerRegression method) predict_proba() (lf2i.estimators.base_cdf.AbstractCDFEstimator method) (lf2i.estimators.base_likelihoods.AbstractClassifier method) (lf2i.estimators.base_probabilistic_classifier.AbstractProbabilisticClassifier method) (lf2i.estimators.torch_utils.cdf.ParametricCDFEstimator method) (lf2i.estimators.torch_utils.quantile_regressor.LearnerClassification method)

predict_r_estimator() (in module lf2i.diagnostics.coverage_probability) preprocess_diagnostics() (in module lf2i.utils.calibration_diagnostics_inputs) preprocess_estimation_evaluation() (in module lf2i.utils.posterior_ts_inputs) preprocess_fit_p_values() (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.confidence_regions) preprocess_normalize_parameters() (in module lf2i.utils.odds_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_odds_relabel() (in module lf2i.utils.odds_inputs) preprocess_predict_p_values() (in module lf2i.utils.calibration_diagnostics_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) PriorPosteriorRatio (class in lf2i.test_statistics.posterior)

Q

quantile() (lf2i.estimators.torch_utils.cdf.SigmoidCDF method)

QuantileLoss (class in lf2i.estimators.torch_utils.quantile_regressor) QuantileWeightedCRPSLoss (class in lf2i.estimators.torch_utils.cdf)

S

sample() (lf2i.estimators.base_posteriors.AbstractNeuralPosterior method) select_n_jobs() (in module lf2i.utils.miscellanea) set_size_boxplot() (in module lf2i.plot.power_diagnostics) set_size_plot() (in module lf2i.plot.power_diagnostics) SigmoidCDF (class in lf2i.estimators.torch_utils.cdf) simulate_for_critical_values() (lf2i.simulator.gaussian.GaussianMean method) (lf2i.simulator.gmm.GaussianMixtureLocation method) (lf2i.simulator.hep.OnOff method) (lf2i.simulator.Simulator method)

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

T

to_np_if_pd() (in module lf2i.utils.miscellanea) to_np_if_torch() (in module lf2i.utils.miscellanea) to_torch_if_np() (in module lf2i.utils.miscellanea)

tqdm_joblib() (in module lf2i.utils.parallel) train() (lf2i.estimators.base_posteriors.AbstractNeuralPosteriorTrainer method) train_qr_algorithm() (in module lf2i.calibration.critical_values)

W

Waldo (class in lf2i.test_statistics.waldo)