Index

_

__class_getitem__() (mcgrad.methods.SegmentwiseCalibrator class method) __init__() (mcgrad.methods.AdditiveAdjustment method) (mcgrad.methods.IsotonicRegression method) (mcgrad.methods.MCGrad method) (mcgrad.methods.MultiplicativeAdjustment method) (mcgrad.methods.PlattScaling method) (mcgrad.methods.PlattScalingWithFeatures method) (mcgrad.methods.RegressionMCGrad method) (mcgrad.methods.SegmentwiseCalibrator method) (mcgrad.metrics.MulticalibrationError method)

A

adaptive_calibration_error() (in module mcgrad.metrics)

AdditiveAdjustment (class in mcgrad.methods)

B

BaseCalibrator (class in mcgrad.base)

C

calibration_free_normalized_entropy() (in module mcgrad.metrics) calibration_ratio() (in module mcgrad.metrics) calibrator_class (mcgrad.methods.SegmentwiseCalibrator attribute)

calibrator_kwargs (mcgrad.methods.SegmentwiseCalibrator attribute) calibrator_per_segment (mcgrad.methods.SegmentwiseCalibrator attribute) categorical_feature_names (mcgrad.methods.RegressionMCGrad attribute)

D

dcg_score() (in module mcgrad.metrics) DEFAULT_ALLOW_MISSING_SEGMENT_FEATURE_VALUES (mcgrad.methods.MCGrad attribute) (mcgrad.methods.RegressionMCGrad attribute)

DEFAULT_HYPERPARAMS (mcgrad.methods.MCGrad attribute) (mcgrad.methods.RegressionMCGrad attribute) deserialize() (mcgrad.methods.MCGrad class method) (mcgrad.methods.RegressionMCGrad class method)

E

early_stopping (mcgrad.methods.RegressionMCGrad attribute) early_stopping_estimation_method (mcgrad.methods.RegressionMCGrad attribute) early_stopping_minimize_score (mcgrad.methods.RegressionMCGrad attribute) early_stopping_score_func (mcgrad.methods.RegressionMCGrad attribute) early_stopping_timeout (mcgrad.methods.RegressionMCGrad attribute) ecce() (in module mcgrad.metrics)

ecce_pvalue() (in module mcgrad.metrics) ecce_pvalue_from_sigma() (in module mcgrad.metrics) ecce_sigma() (in module mcgrad.metrics) enc (mcgrad.methods.RegressionMCGrad attribute) ESS_THRESHOLD_FOR_CROSS_VALIDATION (mcgrad.methods.MCGrad attribute) (mcgrad.methods.RegressionMCGrad attribute) expected_calibration_error() (in module mcgrad.metrics)

F

feature_importance() (mcgrad.methods.MCGrad method) (mcgrad.methods.RegressionMCGrad method) features (mcgrad.methods.PlattScalingWithFeatures attribute) fit() (mcgrad.base.BaseCalibrator method) (mcgrad.methods.AdditiveAdjustment method) (mcgrad.methods.IdentityCalibrator method) (mcgrad.methods.IsotonicRegression method) (mcgrad.methods.MCGrad method) (mcgrad.methods.MultiplicativeAdjustment method) (mcgrad.methods.PlattScaling method) (mcgrad.methods.PlattScalingWithFeatures method) (mcgrad.methods.RegressionMCGrad method) (mcgrad.methods.SegmentwiseCalibrator method)

fit_transform() (mcgrad.base.BaseCalibrator method) (mcgrad.methods.AdditiveAdjustment method) (mcgrad.methods.IdentityCalibrator method) (mcgrad.methods.IsotonicRegression method) (mcgrad.methods.MCGrad method) (mcgrad.methods.MultiplicativeAdjustment method) (mcgrad.methods.PlattScaling method) (mcgrad.methods.PlattScalingWithFeatures method) (mcgrad.methods.RegressionMCGrad method) (mcgrad.methods.SegmentwiseCalibrator method) fpr() (in module mcgrad.metrics) fpr_at_precision() (in module mcgrad.metrics) fpr_with_mask() (in module mcgrad.metrics)

G

global_ecce (mcgrad.metrics.MulticalibrationError property) global_ecce_pvalue (mcgrad.metrics.MulticalibrationError property)

global_ecce_relative (mcgrad.metrics.MulticalibrationError property) global_ecce_sigma (mcgrad.metrics.MulticalibrationError property)

I

IdentityCalibrator (class in mcgrad.methods)

IsotonicRegression (class in mcgrad.methods)

K

kbd (mcgrad.methods.PlattScalingWithFeatures attribute)

kbd_columns (mcgrad.methods.PlattScalingWithFeatures attribute)

L

log_reg (mcgrad.methods.PlattScaling attribute) (mcgrad.methods.PlattScalingWithFeatures attribute)

M

MAX_NUM_ROUNDS_EARLY_STOPPING (mcgrad.methods.MCGrad attribute) (mcgrad.methods.RegressionMCGrad attribute) mce (mcgrad.metrics.MulticalibrationError property) mce_below_initial (mcgrad.methods.RegressionMCGrad attribute) mce_below_strong_evidence_threshold (mcgrad.methods.RegressionMCGrad attribute) mce_pvalue (mcgrad.metrics.MulticalibrationError property) mce_relative (mcgrad.metrics.MulticalibrationError property) mce_sigma (mcgrad.metrics.MulticalibrationError property) MCE_STAT_SIGN_THRESHOLD (mcgrad.methods.MCGrad attribute) (mcgrad.methods.RegressionMCGrad attribute) MCE_STRONG_EVIDENCE_THRESHOLD (mcgrad.methods.MCGrad attribute) (mcgrad.methods.RegressionMCGrad attribute) MCGrad (class in mcgrad.methods) mcgrad.base module mcgrad.methods module mcgrad.metrics module

mcgrad.plotting module mcgrad.tuning module mde (mcgrad.metrics.MulticalibrationError property) mde_relative (mcgrad.metrics.MulticalibrationError property) module mcgrad.base mcgrad.methods mcgrad.metrics mcgrad.plotting mcgrad.tuning monitored_metrics_during_training (mcgrad.methods.RegressionMCGrad attribute) monotone_t (mcgrad.methods.RegressionMCGrad attribute) mr (mcgrad.methods.RegressionMCGrad attribute) multi_cg_score() (in module mcgrad.metrics) MulticalibrationError (class in mcgrad.metrics) MultiplicativeAdjustment (class in mcgrad.methods) multiplier (mcgrad.methods.MultiplicativeAdjustment attribute)

N

n_folds (mcgrad.methods.RegressionMCGrad attribute) ndcg_score() (in module mcgrad.metrics) normalized_entropy() (in module mcgrad.metrics) num_rounds (mcgrad.methods.RegressionMCGrad attribute)

NUM_ROUNDS_DEFAULT_NO_EARLY_STOPPING (mcgrad.methods.MCGrad attribute) (mcgrad.methods.RegressionMCGrad attribute) num_rounds_trained (mcgrad.methods.MCGrad property) (mcgrad.methods.RegressionMCGrad property) numerical_feature_names (mcgrad.methods.RegressionMCGrad attribute)

O

offset (mcgrad.methods.AdditiveAdjustment attribute)

ohe (mcgrad.methods.PlattScalingWithFeatures attribute) ohe_columns (mcgrad.methods.PlattScalingWithFeatures attribute)

P

patience (mcgrad.methods.RegressionMCGrad attribute) performance_metrics (mcgrad.methods.MCGrad property) (mcgrad.methods.RegressionMCGrad property) PlattScaling (class in mcgrad.methods) PlattScalingWithFeatures (class in mcgrad.methods) plot_calibration_curve_by_segment() (in module mcgrad.plotting) plot_global_calibration_curve() (in module mcgrad.plotting) plot_learning_curve() (in module mcgrad.plotting) plot_segment_calibration_errors() (in module mcgrad.plotting) precision() (in module mcgrad.metrics) precision_at_predictive_prevalence() (in module mcgrad.metrics) precision_at_recall() (in module mcgrad.metrics)

predict() (mcgrad.base.BaseCalibrator method) (mcgrad.methods.AdditiveAdjustment method) (mcgrad.methods.IdentityCalibrator method) (mcgrad.methods.IsotonicRegression method) (mcgrad.methods.MCGrad method) (mcgrad.methods.MultiplicativeAdjustment method) (mcgrad.methods.PlattScaling method) (mcgrad.methods.PlattScalingWithFeatures method) (mcgrad.methods.RegressionMCGrad method) (mcgrad.methods.SegmentwiseCalibrator method) proportional_adaptive_calibration_error() (in module mcgrad.metrics) proportional_expected_calibration_error() (in module mcgrad.metrics)

R

rank_calibration_error() (in module mcgrad.metrics) rank_multicalibration_error() (in module mcgrad.metrics)

recall() (in module mcgrad.metrics) recall_at_precision() (in module mcgrad.metrics) RegressionMCGrad (class in mcgrad.methods)

S

segments_ecce (mcgrad.metrics.MulticalibrationError property) segments_ecce_pvalue (mcgrad.metrics.MulticalibrationError property) segments_ecce_relative (mcgrad.metrics.MulticalibrationError property) segments_ecce_sigma (mcgrad.metrics.MulticalibrationError property)

SegmentwiseCalibrator (class in mcgrad.methods) serialize() (mcgrad.methods.MCGrad method) (mcgrad.methods.RegressionMCGrad method) soft_label_log_loss() (in module mcgrad.metrics)

T

tune_mcgrad_params() (in module mcgrad.tuning)

U

unshrink_factors (mcgrad.methods.RegressionMCGrad attribute)

UNSHRINK_LOGIT_EPSILON (mcgrad.methods.MCGrad attribute)

V

VALID_SIZE (mcgrad.methods.MCGrad attribute) (mcgrad.methods.RegressionMCGrad attribute)

W

wrap_multicalibration_error_metric() (in module mcgrad.metrics)

wrap_sklearn_metric_func() (in module mcgrad.metrics)

Y

youdens_j() (in module mcgrad.metrics)