lf2i package

Subpackages

• lf2i.inference package
  • Module contents
    • LF2I
      • LF2I.inference()
      • LF2I.diagnostics()
• lf2i.test_statistics package
  • Module contents
    • TestStatistic
      • TestStatistic.estimate()
      • TestStatistic.evaluate()
    • ACORE
      • ACORE.estimate()
      • ACORE.evaluate()
    • BFF
      • BFF.estimate()
      • BFF.evaluate()
    • Waldo
      • Waldo.estimate()
      • Waldo.evaluate()
• lf2i.critical_values package
  • Submodules
  • lf2i.critical_values.nn_qr_algorithm module
    • QuantileLoss
      • QuantileLoss.forward()
      • QuantileLoss.training
    • QuantileNN
      • QuantileNN.build_model()
      • QuantileNN.init_weights()
      • QuantileNN.forward()
      • QuantileNN.training
    • Learner
      • Learner.fit()
      • Learner.predict()
  • lf2i.critical_values.quantile_regression module
    • train_qr_algorithm()
  • Module contents
• lf2i.confidence_regions package
  • Submodules
  • lf2i.confidence_regions.neyman_inversion module
    • compute_confidence_regions()
  • Module contents
• lf2i.diagnostics package
  • Submodules
  • lf2i.diagnostics.diagnostics module
    • estimate_coverage_proba()
    • compute_indicators_lf2i()
    • compute_indicators_posterior()
    • compute_indicators_prediction()
    • fit_r_estimator()
    • predict_r_estimator()
  • Module contents
• lf2i.simulator package
  • Submodules
  • lf2i.simulator.gaussian module
    • GaussianMean
      • GaussianMean.simulate_for_test_statistic()
      • GaussianMean.simulate_for_critical_values()
      • GaussianMean.simulate_for_diagnostics()
  • lf2i.simulator.hep module
    • OnOff
      • OnOff.param_space_bounds
      • OnOff.simulate_for_test_statistic()
      • OnOff.simulate_for_critical_values()
      • OnOff.simulate_for_diagnostics()
  • Module contents
    • Simulator
      • Simulator.simulate_for_test_statistic()
      • Simulator.simulate_for_critical_values()
      • Simulator.simulate_for_diagnostics()
• lf2i.plot package
  • Submodules
  • lf2i.plot.coverage_diagnostics module
    • coverage_probability_plot()
    • coverage_regions_plot()
    • coverage_pairplot()
    • coverage_barplot()
    • coverage_boxplot()
  • lf2i.plot.miscellanea module
    • hist_pairplot()
    • check_probs_classifier()
    • PolygonPathFixed()
    • PolygonPatchFixed()
  • lf2i.plot.parameter_regions module
    • plot_parameter_region()
    • plot_parameter_region_1D()
    • plot_parameter_region_2D()
    • parameter_regions_pairplot()
  • Module contents
• lf2i.utils package
  • Submodules
  • lf2i.utils.calibration_diagnostics_inputs module
    • preprocess_diagnostics()
    • preprocess_indicators_lf2i()
    • preprocess_indicators_posterior()
    • preprocess_indicators_prediction()
    • preprocess_neyman_inversion()
    • preprocess_predict_quantile_regression()
    • preprocess_train_quantile_regression()
  • lf2i.utils.miscellanea module
    • np_to_pd()
    • to_np_if_torch()
  • lf2i.utils.odds_inputs module
    • preprocess_for_odds_cs()
    • preprocess_for_odds_cv()
    • preprocess_odds_estimation()
    • preprocess_odds_integration()
    • preprocess_odds_maximization()
  • lf2i.utils.other_methods module
    • gaussian_prediction_sets()
    • hpd_region()
  • lf2i.utils.waldo_inputs module
    • epsilon_variance_correction()
    • preprocess_waldo_computation()
    • preprocess_waldo_estimation()
    • preprocess_waldo_evaluation()

Submodules

lf2i.cli module

Module contents