Index

A

a_ (CvMy attribute) (EDy attribute) absolute_error() (in module quantificationlib.metrics.binary)

AC (class in quantificationlib.baselines.ac) ACOrdinal (class in quantificationlib.ordinal.ac_ordinal) alphas (PriorShift_BagGenerator attribute) averaged_predictions (CV_estimator attribute)

B

bag_generator (EoQ attribute) (REG attribute) (REGX attribute) (REGy attribute) bag_size (CovariateShift_BagGenerator attribute) (PriorAndCovariateShift_BagGenerator attribute) (PriorShift_BagGenerator attribute) BagGenerator (class in quantificationlib.bag_generator) base_estimator (EnsembleOfClassifiers attribute) base_quantifier (EoQ attribute) (OneVsRestQuantifier attribute) BaseQuantifier (class in quantificationlib.base) bias() (in module quantificationlib.metrics.binary)

bin_strategy (DFX attribute) (DFy attribute) (REG attribute) (REGX attribute) (REGy attribute) binary_kld() (in module quantificationlib.metrics.binary) bincuts_ (DFX attribute) (DFy attribute) (EoQ attribute) (REG attribute) (REGX attribute) (REGy attribute) bray_curtis() (in module quantificationlib.metrics.multiclass) brier_multi() (in module quantificationlib.metrics.multiclass)

C

CC (class in quantificationlib.baselines.cc) check_and_correct_prevalences_asc() (FrankAndHallQuantifier static method) check_prevalences() (in module quantificationlib.metrics.multiclass) classes_ (AC attribute) (ACOrdinal attribute) (CC attribute) (CV_estimator attribute) (CvMy attribute) (DDAGClassifier attribute) (DeBias attribute) (DFX attribute) (DFy attribute), [1] (EDX attribute) (EDy attribute) (EM attribute) (EnsembleOfClassifiers attribute) (EoQ attribute) (FrankAndHallClassifier attribute) (FrankAndHallMonotoneClassifier attribute) (FrankAndHallQuantifier attribute) (FrankAndHallTreeClassifier attribute) (FriedmanME attribute) (OneVsRestQuantifier attribute) (PAC attribute) (PCC attribute) (PDFOrdinaly attribute) (PWK attribute) (PWKQuantifier attribute) (QUANTy attribute) (REGy attribute) (SORDy attribute) (UsingClassifiers attribute) (WithoutClassifiers attribute)

cm_ (AC attribute) (ACOrdinal attribute) (PAC attribute) (PWKQuantifier attribute) combination_strategy (EoQ attribute) compute_bincuts() (in module quantificationlib.multiclass.df) compute_ed_param_test() (in module quantificationlib.optimization) compute_ed_param_train() (in module quantificationlib.optimization) compute_l2_param_train() (in module quantificationlib.optimization) compute_quantiles() (in module quantificationlib.search) compute_sord_weights() (in module quantificationlib.search) CovariateShift_BagGenerator (class in quantificationlib.bag_generator) create_training_set_of_distributions() (REG method) CV_estimator (class in quantificationlib.estimators.cross_validation) CvMy (class in quantificationlib.multiclass.energy)

D

dataX_ (REG attribute) (REGX attribute) (REGy attribute) dataY_ (REG attribute) (REGX attribute) (REGy attribute) DDAGClassifier (class in quantificationlib.estimators.ordinal_ddag) DeBias (class in quantificationlib.binary.debias) DFX (class in quantificationlib.multiclass.df) DFy (class in quantificationlib.multiclass.df) distance (AC attribute) (CvMy attribute) (DFX attribute) (DFy attribute) (FriedmanME attribute) (PAC attribute) (PDFOrdinaly attribute) (QUANTy attribute)

distance_ (EDX attribute) distance_bags (EoQ attribute) distribution_function (DFX attribute) (DFy attribute) (EoQ attribute) distributions_ (EoQ attribute) dpofa() (in module quantificationlib.optimization)

E

EDX (class in quantificationlib.multiclass.energy) EDy (class in quantificationlib.multiclass.energy) EM (class in quantificationlib.multiclass.em) emd() (in module quantificationlib.metrics.ordinal) emd_distances() (in module quantificationlib.metrics.ordinal) emd_score() (in module quantificationlib.metrics.ordinal) ensemble_estimator_test (EoQ attribute) ensemble_estimator_train (EoQ attribute) EnsembleOfClassifiers (class in quantificationlib.estimators.ensembles) EoQ (class in quantificationlib.ensembles.eoq) epsilon_ (EM attribute) estimator (CV_estimator attribute) (DDAGClassifier attribute) (FrankAndHallClassifier attribute) (FrankAndHallMonotoneClassifier attribute) (FrankAndHallTreeClassifier attribute) estimator_test (AC attribute) (ACOrdinal attribute) (CC attribute) (CvMy attribute) (DeBias attribute) (DFy attribute) (EDy attribute) (EM attribute) (FrankAndHallQuantifier attribute) (FriedmanME attribute) (OneVsRestQuantifier attribute) (PAC attribute) (PCC attribute) (PDFOrdinaly attribute) (QUANTy attribute) (REGy attribute) (SORDy attribute) (UsingClassifiers attribute)

estimator_train (AC attribute) (ACOrdinal attribute) (CC attribute) (CvMy attribute) (DeBias attribute) (DFy attribute) (EDy attribute) (EM attribute) (FrankAndHallQuantifier attribute) (FriedmanME attribute) (OneVsRestQuantifier attribute) (PAC attribute) (PCC attribute) (PDFOrdinaly attribute) (QUANTy attribute) (REGy attribute) (SORDy attribute) (UsingClassifiers attribute) estimators_ (CV_estimator attribute) (DDAGClassifier attribute) (EnsembleOfClassifiers attribute) (FrankAndHallClassifier attribute) (FrankAndHallMonotoneClassifier attribute) (FrankAndHallTreeClassifier attribute) (REG attribute) (REGX attribute) (REGy attribute)

F

FHLabelBinarizer (class in quantificationlib.estimators.frank_and_hall) fit() (AC method) (ACOrdinal method) (CC method) (CV_estimator method) (CvMy method) (DeBias method) (DFX method) (DFy method) (EDX method) (EDy method) (EM method) (EnsembleOfClassifiers method) (EoQ method) (FrankAndHallClassifier method) (FrankAndHallMonotoneClassifier method) (FrankAndHallQuantifier method) (FrankAndHallTreeClassifier method) (FriedmanME method) (OneVsRestQuantifier method) (PAC method) (PCC method) (PDFOrdinaly method) (PWK method) (PWKQuantifier method) (QUANTy method) (REGX method) (REGy method) (SORDy method) (UsingClassifiers method) (WithoutClassifiers method)

fit_regressor() (REG method) FrankAndHallClassifier (class in quantificationlib.estimators.frank_and_hall) FrankAndHallMonotoneClassifier (class in quantificationlib.estimators.frank_and_hall) FrankAndHallQuantifier (class in quantificationlib.decomposition.ordinal) FrankAndHallTreeClassifier (class in quantificationlib.estimators.frank_and_hall) FriedmanME (class in quantificationlib.multiclass.friedman)

G

generate_bags() (BagGenerator method) (CovariateShift_BagGenerator method) (PriorAndCovariateShift_BagGenerator method) (PriorShift_BagGenerator method)

geometric_mean() (in module quantificationlib.metrics.multiclass) global_search() (in module quantificationlib.search) golden_section_search() (in module quantificationlib.search)

H

hd() (in module quantificationlib.metrics.multiclass)

HDX (class in quantificationlib.multiclass.df) HDy (class in quantificationlib.multiclass.df)

I

indexes_ (CovariateShift_BagGenerator attribute) (EoQ attribute) (PriorAndCovariateShift_BagGenerator attribute) (PriorShift_BagGenerator attribute)

is_leaf() (QTree method) is_pd() (in module quantificationlib.optimization)

J

jensenshannon() (in module quantificationlib.metrics.multiclass)

K

K_ (CvMy attribute) (EDX attribute) (EDy attribute)

kld() (in module quantificationlib.metrics.multiclass) knn_ (PWK attribute)

L

l1() (in module quantificationlib.metrics.multiclass) l2() (in module quantificationlib.metrics.multiclass) label_binarizer_ (FrankAndHallClassifier attribute) (FrankAndHallMonotoneClassifier attribute) (FrankAndHallTreeClassifier attribute)

le_ (CV_estimator attribute)

M

max_iter_ (EM attribute) mean_absolute_error() (in module quantificationlib.metrics.multiclass) mean_squared_error() (in module quantificationlib.metrics.multiclass) method (PriorShift_BagGenerator attribute) min_prevalence (PriorAndCovariateShift_BagGenerator attribute) (PriorShift_BagGenerator attribute) mixture_of_pdfs() (in module quantificationlib.search) mixtures_ (DFX attribute) (DFy attribute) (FriedmanME attribute) (QUANTy attribute) MMy (class in quantificationlib.multiclass.df) models_ (REG attribute) (REGX attribute) (REGy attribute) module quantificationlib.bag_generator quantificationlib.base quantificationlib.baselines quantificationlib.baselines.ac quantificationlib.baselines.cc quantificationlib.binary quantificationlib.binary.debias quantificationlib.binary.emd quantificationlib.binary.quantiles quantificationlib.cvxpy_installed_solvers quantificationlib.decomposition quantificationlib.decomposition.multiclass quantificationlib.decomposition.ordinal quantificationlib.ensembles quantificationlib.ensembles.eoq quantificationlib.estimators quantificationlib.estimators.cross_validation quantificationlib.estimators.ensembles quantificationlib.estimators.frank_and_hall quantificationlib.estimators.ordinal_ddag quantificationlib.estimators.weighted_knn quantificationlib.metrics quantificationlib.metrics.binary quantificationlib.metrics.multiclass quantificationlib.metrics.ordinal quantificationlib.multiclass quantificationlib.multiclass.df quantificationlib.multiclass.em quantificationlib.multiclass.energy quantificationlib.multiclass.friedman quantificationlib.multiclass.knn quantificationlib.multiclass.regression quantificationlib.optimization quantificationlib.ordinal quantificationlib.ordinal.ac_ordinal quantificationlib.ordinal.pdf quantificationlib.ordinal.trees quantificationlib.plot.qlplot quantificationlib.search

N

n_bags (CovariateShift_BagGenerator attribute) (PriorAndCovariateShift_BagGenerator attribute) (PriorShift_BagGenerator attribute) n_bins (DFX attribute) (DFy attribute) (EoQ attribute) (PDFOrdinaly attribute) (REG attribute) (REGX attribute) (REGy attribute) n_classes_ (REG attribute) (REGX attribute) (REGy attribute) n_estimators_ (EnsembleOfClassifiers attribute) n_jobs (DDAGClassifier attribute) (EnsembleOfClassifiers attribute) (FrankAndHallClassifier attribute) (FrankAndHallMonotoneClassifier attribute) (FrankAndHallTreeClassifier attribute) n_quantifiers (EoQ attribute) n_quantiles (QUANTy attribute)

nearest_pd() (in module quantificationlib.optimization) needs_predictions_train (AC attribute) (ACOrdinal attribute) (CC attribute) (CvMy attribute) (DeBias attribute) (DFy attribute) (EDy attribute) (EM attribute) (FrankAndHallQuantifier attribute) (FriedmanME attribute) (OneVsRestQuantifier attribute) (PAC attribute) (PCC attribute) (PDFOrdinaly attribute) (QUANTy attribute) (REGy attribute) (SORDy attribute) (UsingClassifiers attribute) normalized_absolute_score() (in module quantificationlib.metrics.binary) normalized_squared_score() (in module quantificationlib.metrics.binary)

O

OneVsRestQuantifier (class in quantificationlib.decomposition.multiclass)

OrdinalQuantificationTree (class in quantificationlib.ordinal.trees)

P

PAC (class in quantificationlib.baselines.ac) params_fit (FrankAndHallClassifier attribute) (FrankAndHallMonotoneClassifier attribute) (FrankAndHallTreeClassifier attribute) PCC (class in quantificationlib.baselines.cc) PDFOrdinaly (class in quantificationlib.ordinal.pdf) percentage_of_selected_models (EoQ attribute) performance_measure (FrankAndHallTreeClassifier attribute) plot_boxes() (in module quantificationlib.plot.qlplot) plot_line_prevalences() (in module quantificationlib.plot.qlplot) predict() (AC method) (ACOrdinal method) (CC method) (CV_estimator method) (CvMy method) (DDAGClassifier method) (DeBias method) (DFX method) (DFy method) (EDX method) (EDy method) (EM method) (EnsembleOfClassifiers method) (EoQ method) (FrankAndHallClassifier method) (FrankAndHallMonotoneClassifier method) (FrankAndHallQuantifier method) (FrankAndHallTreeClassifier method) (FriedmanME method) (OneVsRestQuantifier method) (PAC method) (PCC method) (PDFOrdinaly method) (PWK method) (PWKQuantifier method) (QUANTy method) (REGX method) (REGy method) (SORDy method) (UsingClassifiers method) predict_bag() (REG method) predict_method (DDAGClassifier attribute) predict_proba() (CV_estimator method) (DDAGClassifier method) (EnsembleOfClassifiers method) (FrankAndHallClassifier method) (FrankAndHallMonotoneClassifier method) (FrankAndHallTreeClassifier method) (PWK method) predictions_test_ (AC attribute) (ACOrdinal attribute) (CC attribute) (CvMy attribute) (DeBias attribute) (DFy attribute) (EDy attribute) (EM attribute) (FrankAndHallQuantifier attribute) (FriedmanME attribute) (OneVsRestQuantifier attribute) (PAC attribute) (PCC attribute) (PDFOrdinaly attribute) (QUANTy attribute) (REGy attribute) (SORDy attribute) (UsingClassifiers attribute)

predictions_train_ (AC attribute) (ACOrdinal attribute) (CC attribute) (CvMy attribute) (DeBias attribute) (DFy attribute) (EDy attribute) (EM attribute) (FrankAndHallQuantifier attribute) (FriedmanME attribute) (OneVsRestQuantifier attribute) (PAC attribute) (PCC attribute) (PDFOrdinaly attribute) (QUANTy attribute) (REGy attribute) (SORDy attribute) (UsingClassifiers attribute) prevalences_ (CovariateShift_BagGenerator attribute) (EoQ attribute) (PriorAndCovariateShift_BagGenerator attribute) (PriorShift_BagGenerator attribute) prevalences_train_ (EM attribute) PriorAndCovariateShift_BagGenerator (class in quantificationlib.bag_generator) PriorShift_BagGenerator (class in quantificationlib.bag_generator) probabilistic_predictions (AC attribute) (ACOrdinal attribute) (CC attribute) (CvMy attribute) (DeBias attribute) (DFy attribute) (EDy attribute) (EM attribute) (FrankAndHallQuantifier attribute) (FriedmanME attribute) (OneVsRestQuantifier attribute) (PAC attribute) (PCC attribute) (PDFOrdinaly attribute) (QUANTy attribute) (REGy attribute) (SORDy attribute) (UsingClassifiers attribute) problem_ (AC attribute) (ACOrdinal attribute) (DFX attribute) (DFy attribute) (FriedmanME attribute) (PAC attribute) (PDFOrdinaly attribute) (PWKQuantifier attribute) probsymmetric() (in module quantificationlib.metrics.multiclass) PWK (class in quantificationlib.estimators.weighted_knn) PWKQuantifier (class in quantificationlib.multiclass.knn)

Q

QTree (class in quantificationlib.estimators.frank_and_hall) quantificationlib.bag_generator module quantificationlib.base module quantificationlib.baselines module quantificationlib.baselines.ac module quantificationlib.baselines.cc module quantificationlib.binary module quantificationlib.binary.debias module quantificationlib.binary.emd module quantificationlib.binary.quantiles module quantificationlib.cvxpy_installed_solvers module quantificationlib.decomposition module quantificationlib.decomposition.multiclass module quantificationlib.decomposition.ordinal module quantificationlib.ensembles module quantificationlib.ensembles.eoq module quantificationlib.estimators module quantificationlib.estimators.cross_validation module quantificationlib.estimators.ensembles module quantificationlib.estimators.frank_and_hall module quantificationlib.estimators.ordinal_ddag module quantificationlib.estimators.weighted_knn module

quantificationlib.metrics module quantificationlib.metrics.binary module quantificationlib.metrics.multiclass module quantificationlib.metrics.ordinal module quantificationlib.multiclass module quantificationlib.multiclass.df module quantificationlib.multiclass.em module quantificationlib.multiclass.energy module quantificationlib.multiclass.friedman module quantificationlib.multiclass.knn module quantificationlib.multiclass.regression module quantificationlib.optimization module quantificationlib.ordinal module quantificationlib.ordinal.ac_ordinal module quantificationlib.ordinal.pdf module quantificationlib.ordinal.trees module quantificationlib.plot.qlplot module quantificationlib.search module quantifier (FrankAndHallQuantifier attribute) quantifiers_ (EoQ attribute) (FrankAndHallQuantifier attribute) (OneVsRestQuantifier attribute) QUANTy (class in quantificationlib.binary.quantiles)

R

random_state (CovariateShift_BagGenerator attribute) (PriorAndCovariateShift_BagGenerator attribute) (PriorShift_BagGenerator attribute) REG (class in quantificationlib.multiclass.regression) regression_estimator (REG attribute) (REGX attribute) (REGy attribute)

REGX (class in quantificationlib.multiclass.regression) REGy (class in quantificationlib.multiclass.regression) relative_absolute_error() (in module quantificationlib.metrics.binary)

S

set_fit_request() (AC method) (ACOrdinal method) (CC method) (CvMy method) (DeBias method) (DFy method) (EDy method) (EM method) (EnsembleOfClassifiers method) (EoQ method) (FrankAndHallQuantifier method) (FriedmanME method) (HDy method) (MMy method) (OneVsRestQuantifier method) (OrdinalQuantificationTree method) (PAC method) (PCC method) (PDFOrdinaly method) (QUANTy method) (REGy method) (SORDy method) (UsingClassifiers method) set_inverse_transform_request() (FHLabelBinarizer method) set_partial_fit_request() (DDAGClassifier method) set_predict_request() (AC method) (ACOrdinal method) (CC method) (CvMy method) (DeBias method) (DFy method) (EDy method) (EM method) (EoQ method) (FrankAndHallQuantifier method) (FriedmanME method) (HDy method) (MMy method) (OneVsRestQuantifier method) (OrdinalQuantificationTree method) (PAC method) (PCC method) (PDFOrdinaly method) (QUANTy method) (REGy method) (SORDy method) (UsingClassifiers method)

set_score_request() (CV_estimator method) (DDAGClassifier method) (EnsembleOfClassifiers method) (FrankAndHallClassifier method) (FrankAndHallMonotoneClassifier method) (FrankAndHallTreeClassifier method) (PWK method) solve_ed() (in module quantificationlib.optimization) solve_hd() (in module quantificationlib.optimization) solve_l1() (in module quantificationlib.optimization) solve_l2() (in module quantificationlib.optimization) sord() (in module quantificationlib.search) SORDy (class in quantificationlib.binary.emd) squared_error() (in module quantificationlib.metrics.binary) symmetric_absolute_percentage_error() (in module quantificationlib.metrics.binary)

T

test_distrib_ (ACOrdinal attribute) (CvMy attribute) (DFX attribute) (DFy attribute) (FriedmanME attribute) (PDFOrdinaly attribute) (QUANTy attribute) tol (DFX attribute) (DFy attribute) (FriedmanME attribute) (PDFOrdinaly attribute) (QUANTy attribute) (SORDy attribute) topsoe() (in module quantificationlib.metrics.multiclass) train_distrib_ (ACOrdinal attribute) (CvMy attribute) (DFX attribute) (DFy attribute) (EDX attribute) (EDy attribute) (FriedmanME attribute) (PDFOrdinaly attribute) (QUANTy attribute) (SORDy attribute)

train_labels_ (QUANTy attribute) (SORDy attribute) train_n_cls_i_ (CvMy attribute) (EDX attribute) (EDy attribute) train_prevs_ (DeBias attribute) (FriedmanME attribute) transform() (FHLabelBinarizer method) tree_ (FrankAndHallTreeClassifier attribute)

U

union_distrib_ (SORDy attribute)

union_labels (SORDy attribute) UsingClassifiers (class in quantificationlib.base)

V

verbose (AC attribute) (ACOrdinal attribute) (CC attribute) (CovariateShift_BagGenerator attribute) (CV_estimator attribute) (CvMy attribute) (DDAGClassifier attribute) (DeBias attribute) (DFX attribute) (DFy attribute) (EDX attribute) (EDy attribute) (EM attribute) (EnsembleOfClassifiers attribute) (EoQ attribute) (FrankAndHallClassifier attribute) (FrankAndHallMonotoneClassifier attribute) (FrankAndHallQuantifier attribute) (FrankAndHallTreeClassifier attribute) (FriedmanME attribute) (OneVsRestQuantifier attribute) (PAC attribute) (PCC attribute) (PDFOrdinaly attribute) (PriorAndCovariateShift_BagGenerator attribute) (PriorShift_BagGenerator attribute) (PWKQuantifier attribute) (QUANTy attribute) (REG attribute) (REGX attribute) (REGy attribute) (SORDy attribute) (UsingClassifiers attribute) (WithoutClassifiers attribute)

voting (CV_estimator attribute) Vt_ (DeBias attribute)

W

weights_ (PWK attribute)

WithoutClassifiers (class in quantificationlib.base)

X

X_train_ (CV_estimator attribute)

Y

y_ (PWK attribute) y_ext_ (AC attribute) (ACOrdinal attribute) (CC attribute) (CvMy attribute) (DeBias attribute) (DFy attribute) (EDy attribute) (EM attribute) (FrankAndHallQuantifier attribute) (FriedmanME attribute) (OneVsRestQuantifier attribute) (PAC attribute) (PCC attribute) (PDFOrdinaly attribute) (QUANTy attribute) (SORDy attribute) (UsingClassifiers attribute)

y_train_ (CV_estimator attribute)