Index

A

abandonment() (in module xcolumns.metrics)

B

binary_0_1_loss() (in module xcolumns.metrics) binary_0_1_loss_on_conf_matrix() (in module xcolumns.metrics) binary_accuracy() (in module xcolumns.metrics) binary_accuracy_on_conf_matrix() (in module xcolumns.metrics) binary_balanced_accuracy() (in module xcolumns.metrics) binary_balanced_accuracy_on_conf_matrix() (in module xcolumns.metrics) binary_f1_score() (in module xcolumns.metrics) binary_f1_score_on_conf_matrix() (in module xcolumns.metrics) binary_fbeta_score() (in module xcolumns.metrics) binary_fbeta_score_on_conf_matrix() (in module xcolumns.metrics) binary_gmean() (in module xcolumns.metrics)

binary_gmean_on_conf_matrix() (in module xcolumns.metrics) binary_hmean() (in module xcolumns.metrics) binary_hmean_on_conf_matrix() (in module xcolumns.metrics) binary_jaccard_score() (in module xcolumns.metrics) binary_jaccard_score_on_conf_matrix() (in module xcolumns.metrics) binary_precision() (in module xcolumns.metrics) binary_precision_at_k_on_conf_matrix() (in module xcolumns.metrics) binary_precision_on_conf_matrix() (in module xcolumns.metrics) binary_recall() (in module xcolumns.metrics) binary_recall_on_conf_matrix() (in module xcolumns.metrics) binary_weighted_precision_at_k_on_conf_matrix() (in module xcolumns.metrics)

C

calculate_confusion_matrix() (in module xcolumns.confusion_matrix) calculate_fn() (in module xcolumns.confusion_matrix) calculate_fp() (in module xcolumns.confusion_matrix) calculate_tp() (in module xcolumns.confusion_matrix)

check_if_y_pred_at_k() (in module xcolumns.metrics) ConfusionMatrix (class in xcolumns.confusion_matrix) coverage() (in module xcolumns.metrics) coverage_on_conf_matrix() (in module xcolumns.metrics)

F

find_classifier_optimizing_macro_balanced_accuracy_using_fw() (in module xcolumns.frank_wolfe) find_classifier_optimizing_macro_f1_score_using_fw() (in module xcolumns.frank_wolfe) find_classifier_optimizing_macro_gmean_using_fw() (in module xcolumns.frank_wolfe) find_classifier_optimizing_macro_hmean_using_fw() (in module xcolumns.frank_wolfe) find_classifier_optimizing_macro_jaccard_score_using_fw() (in module xcolumns.frank_wolfe) find_classifier_optimizing_macro_precision_using_fw() (in module xcolumns.frank_wolfe) find_classifier_optimizing_macro_recall_using_fw() (in module xcolumns.frank_wolfe) find_classifier_optimizing_micro_balanced_accuracy_using_fw() (in module xcolumns.frank_wolfe) find_classifier_optimizing_micro_f1_score_using_fw() (in module xcolumns.frank_wolfe)

find_classifier_optimizing_micro_gmean_using_fw() (in module xcolumns.frank_wolfe) find_classifier_optimizing_micro_hmean_using_fw() (in module xcolumns.frank_wolfe) find_classifier_optimizing_micro_jaccard_score_using_fw() (in module xcolumns.frank_wolfe) find_classifier_optimizing_micro_precision_using_fw() (in module xcolumns.frank_wolfe) find_classifier_optimizing_micro_recall_using_fw() (in module xcolumns.frank_wolfe) find_classifier_optimizing_mixed_instance_precision_and_macro_f1_score_using_fw() (in module xcolumns.frank_wolfe) find_classifier_optimizing_mixed_instance_precision_and_macro_precision_using_fw() (in module xcolumns.frank_wolfe) find_classifier_optimizing_mixed_instance_precision_and_macro_recall_using_fw() (in module xcolumns.frank_wolfe) find_classifier_optimizing_mixed_macro_recall_and_macro_precision_using_fw() (in module xcolumns.frank_wolfe) find_classifier_using_fw() (in module xcolumns.frank_wolfe)

H

hamming_loss() (in module xcolumns.metrics) hamming_loss_on_conf_matrix() (in module xcolumns.metrics)

hamming_score() (in module xcolumns.metrics) hamming_score_on_conf_matrix() (in module xcolumns.metrics)

I

instance_balanced_accuracy() (in module xcolumns.metrics) instance_f1_score() (in module xcolumns.metrics) instance_fbeta_score() (in module xcolumns.metrics) instance_gmean() (in module xcolumns.metrics) instance_hmean() (in module xcolumns.metrics)

instance_jaccard_score_score() (in module xcolumns.metrics) instance_precision() (in module xcolumns.metrics) instance_recall() (in module xcolumns.metrics) instance_tail_metric() (in module xcolumns.metrics) instance_tail_recall_at_k() (in module xcolumns.metrics) inverse_label_priors() (in module xcolumns.metrics)

J

jpv_inverse_propensities() (in module xcolumns.metrics)

jpv_propensities() (in module xcolumns.metrics)

L

label_counts() (in module xcolumns.metrics)

label_priors() (in module xcolumns.metrics)

M

macro_balanced_accuracy() (in module xcolumns.metrics) macro_balanced_accuracy_on_conf_matrix() (in module xcolumns.metrics) macro_f1_score() (in module xcolumns.metrics) macro_f1_score_on_conf_matrix() (in module xcolumns.metrics) macro_fbeta_score() (in module xcolumns.metrics) macro_fbeta_score_on_conf_matrix() (in module xcolumns.metrics) macro_gmean() (in module xcolumns.metrics) macro_gmean_on_conf_matrix() (in module xcolumns.metrics) macro_hmean() (in module xcolumns.metrics) macro_hmean_on_conf_matrix() (in module xcolumns.metrics) macro_jaccard_score() (in module xcolumns.metrics) macro_jaccard_score_on_conf_matrix() (in module xcolumns.metrics) macro_precision() (in module xcolumns.metrics) macro_precision_on_conf_matrix() (in module xcolumns.metrics) macro_recall() (in module xcolumns.metrics) macro_recall_on_conf_matrix() (in module xcolumns.metrics) make_frank_wolfe_wrapper() (in module xcolumns.frank_wolfe) make_instance_metric_on_y_true_and_y_pred() (in module xcolumns.metrics) make_macro_metric_on_conf_matrix() (in module xcolumns.metrics) make_metric_on_y_true_and_y_pred() (in module xcolumns.metrics) make_micro_metric_on_conf_matrix() (in module xcolumns.metrics)

make_tail_instance_metric_on_y_true_and_y_pred() (in module xcolumns.metrics) micro_balanced_accuracy() (in module xcolumns.metrics) micro_balanced_accuracy_on_conf_matrix() (in module xcolumns.metrics) micro_f1_score() (in module xcolumns.metrics) micro_f1_score_on_conf_matrix() (in module xcolumns.metrics) micro_fbeta_score() (in module xcolumns.metrics) micro_fbeta_score_on_conf_matrix() (in module xcolumns.metrics) micro_gmean() (in module xcolumns.metrics) micro_gmean_on_conf_matrix() (in module xcolumns.metrics) micro_hmean() (in module xcolumns.metrics) micro_hmean_on_conf_matrix() (in module xcolumns.metrics) micro_jaccard_score() (in module xcolumns.metrics) micro_jaccard_score_on_conf_matrix() (in module xcolumns.metrics) micro_precision() (in module xcolumns.metrics) micro_precision_on_conf_matrix() (in module xcolumns.metrics) micro_recall() (in module xcolumns.metrics) micro_recall_on_conf_matrix() (in module xcolumns.metrics) module xcolumns.confusion_matrix xcolumns.frank_wolfe xcolumns.metrics xcolumns.weighted_prediction

N

normalize() (xcolumns.confusion_matrix.ConfusionMatrix method)

P

precision_at_k() (in module xcolumns.metrics) precision_at_k_on_conf_matrix() (in module xcolumns.metrics) predict() (xcolumns.frank_wolfe.RandomizedWeightedClassifier method) predict_log_weighted_per_instance() (in module xcolumns.weighted_prediction) predict_optimizing_instance_precision() (in module xcolumns.weighted_prediction) predict_optimizing_instance_propensity_scored_precision() (in module xcolumns.weighted_prediction)

predict_optimizing_macro_balanced_accuracy() (in module xcolumns.weighted_prediction) predict_optimizing_macro_recall() (in module xcolumns.weighted_prediction) predict_power_law_weighted_per_instance() (in module xcolumns.weighted_prediction) predict_top_k() (in module xcolumns.weighted_prediction) predict_using_randomized_weighted_classifier() (in module xcolumns.frank_wolfe) predict_weighted_per_instance() (in module xcolumns.weighted_prediction)

R

RandomizedWeightedClassifier (class in xcolumns.frank_wolfe)

T

tail_abandonment() (in module xcolumns.metrics)

tail_recall() (in module xcolumns.metrics)

W

weighted_precision_at_k() (in module xcolumns.metrics)

weighted_precision_at_k_on_conf_matrix() (in module xcolumns.metrics)

X

xcolumns.confusion_matrix module xcolumns.frank_wolfe module

xcolumns.metrics module xcolumns.weighted_prediction module