qolmat
0.2.0
MODEL SELECTION FOR IMPUTATION
Model Selection
Comparison of basic imputers
Tutorial for hole generation in tabular data
IMPUTERS
Imputers
Benchmark for time series
Benchmark for categorical data
Tutorial for imputers based on diffusion models
ANALYSIS
Analysis
Tutorial for Testing the MCAR Case
API
Qolmat API
qolmat
»
Index
Index
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A
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B
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C
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D
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E
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F
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G
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I
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K
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M
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O
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P
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R
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S
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T
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U
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V
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W
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__init__() (qolmat.benchmark.comparator.Comparator method)
(qolmat.benchmark.missing_patterns.EmpiricalHoleGenerator method)
(qolmat.benchmark.missing_patterns.GeometricHoleGenerator method)
(qolmat.benchmark.missing_patterns.GroupedHoleGenerator method)
(qolmat.benchmark.missing_patterns.MultiMarkovHoleGenerator method)
(qolmat.benchmark.missing_patterns.UniformHoleGenerator method)
(qolmat.imputations.diffusions.ddpms.TabDDPM method)
(qolmat.imputations.diffusions.ddpms.TsDDPM method)
(qolmat.imputations.em_sampler.MultiNormalEM method)
(qolmat.imputations.em_sampler.VARpEM method)
(qolmat.imputations.imputers.ImputerEM method)
(qolmat.imputations.imputers.ImputerInterpolation method)
(qolmat.imputations.imputers.ImputerKNN method)
(qolmat.imputations.imputers.ImputerLOCF method)
(qolmat.imputations.imputers.ImputerMICE method)
(qolmat.imputations.imputers.ImputerNOCB method)
(qolmat.imputations.imputers.ImputerOracle method)
(qolmat.imputations.imputers.ImputerRegressor method)
(qolmat.imputations.imputers.ImputerResiduals method)
(qolmat.imputations.imputers.ImputerRpcaNoisy method)
(qolmat.imputations.imputers.ImputerRpcaPcp method)
(qolmat.imputations.imputers.ImputerShuffle method)
(qolmat.imputations.imputers.ImputerSimple method)
(qolmat.imputations.imputers.ImputerSoftImpute method)
(qolmat.imputations.imputers_pytorch.ImputerDiffusion method)
(qolmat.imputations.preprocessing.BinTransformer method)
(qolmat.imputations.preprocessing.MixteHGBM method)
(qolmat.imputations.preprocessing.OneHotEncoderProjector method)
(qolmat.imputations.preprocessing.WrapperTransformer method)
(qolmat.imputations.rpca.rpca_noisy.RpcaNoisy method)
(qolmat.imputations.rpca.rpca_pcp.RpcaPcp method)
A
accuracy() (in module qolmat.benchmark.metrics)
add_holes() (in module qolmat.utils.data)
B
BinTransformer (class in qolmat.imputations.preprocessing)
C
combine_parameters() (qolmat.imputations.em_sampler.MultiNormalEM method)
(qolmat.imputations.em_sampler.VARpEM method)
Comparator (class in qolmat.benchmark.comparator)
compare() (qolmat.benchmark.comparator.Comparator method)
compute_distribution_holes() (qolmat.benchmark.missing_patterns.EmpiricalHoleGenerator method)
cost_function() (qolmat.imputations.rpca.rpca_noisy.RpcaNoisy static method)
D
decompose() (qolmat.imputations.rpca.rpca_noisy.RpcaNoisy method)
(qolmat.imputations.rpca.rpca_pcp.RpcaPcp method)
decompose_on_basis() (qolmat.imputations.rpca.rpca_noisy.RpcaNoisy method)
decompose_with_basis() (qolmat.imputations.rpca.rpca_noisy.RpcaNoisy method)
dist_wasserstein() (in module qolmat.benchmark.metrics)
E
EmpiricalHoleGenerator (class in qolmat.benchmark.missing_patterns)
F
fit() (qolmat.benchmark.missing_patterns.EmpiricalHoleGenerator method)
(qolmat.benchmark.missing_patterns.GeometricHoleGenerator method)
(qolmat.benchmark.missing_patterns.GroupedHoleGenerator method)
(qolmat.benchmark.missing_patterns.MultiMarkovHoleGenerator method)
(qolmat.imputations.diffusions.ddpms.TabDDPM method)
(qolmat.imputations.diffusions.ddpms.TsDDPM method)
(qolmat.imputations.preprocessing.BinTransformer method)
(qolmat.imputations.preprocessing.MixteHGBM method)
(qolmat.imputations.preprocessing.WrapperTransformer method)
fit_parameters_with_missingness() (qolmat.imputations.em_sampler.MultiNormalEM method)
fit_transform() (qolmat.imputations.preprocessing.WrapperTransformer method)
frechet_distance() (in module qolmat.benchmark.metrics)
G
generate_mask() (qolmat.benchmark.missing_patterns.MultiMarkovHoleGenerator method)
(qolmat.benchmark.missing_patterns.UniformHoleGenerator method)
generate_multi_realisation() (qolmat.benchmark.missing_patterns.MultiMarkovHoleGenerator method)
GeometricHoleGenerator (class in qolmat.benchmark.missing_patterns)
get_errors() (qolmat.benchmark.comparator.Comparator method)
get_gamma() (qolmat.imputations.em_sampler.MultiNormalEM method)
(qolmat.imputations.em_sampler.VARpEM method)
get_loglikelihood() (qolmat.imputations.em_sampler.MultiNormalEM method)
(qolmat.imputations.em_sampler.VARpEM method)
get_model() (qolmat.imputations.imputers.ImputerEM method)
(qolmat.imputations.imputers.ImputerRpcaNoisy method)
(qolmat.imputations.imputers.ImputerRpcaPcp method)
(qolmat.imputations.imputers.ImputerSoftImpute method)
(qolmat.imputations.imputers_pytorch.ImputerDiffusion method)
get_num_params() (qolmat.imputations.diffusions.ddpms.TabDDPM method)
get_optimal_n_jobs() (qolmat.benchmark.comparator.Comparator static method)
get_params_model() (qolmat.imputations.imputers_pytorch.ImputerDiffusion method)
get_params_scale() (qolmat.imputations.rpca.rpca_noisy.RpcaNoisy method)
(qolmat.imputations.rpca.rpca_pcp.RpcaPcp method)
get_summary_architecture() (qolmat.imputations.imputers_pytorch.ImputerDiffusion method)
get_summary_training() (qolmat.imputations.imputers_pytorch.ImputerDiffusion method)
get_Xy_valid() (qolmat.imputations.imputers.ImputerRegressor method)
gradient_X_loglik() (qolmat.imputations.em_sampler.MultiNormalEM method)
(qolmat.imputations.em_sampler.VARpEM method)
GroupedHoleGenerator (class in qolmat.benchmark.missing_patterns)
I
ImputerDiffusion (class in qolmat.imputations.imputers_pytorch)
ImputerEM (class in qolmat.imputations.imputers)
ImputerInterpolation (class in qolmat.imputations.imputers)
ImputerKNN (class in qolmat.imputations.imputers)
ImputerLOCF (class in qolmat.imputations.imputers)
ImputerMICE (class in qolmat.imputations.imputers)
ImputerNOCB (class in qolmat.imputations.imputers)
ImputerOracle (class in qolmat.imputations.imputers)
ImputerRegressor (class in qolmat.imputations.imputers)
ImputerResiduals (class in qolmat.imputations.imputers)
ImputerRpcaNoisy (class in qolmat.imputations.imputers)
ImputerRpcaPcp (class in qolmat.imputations.imputers)
ImputerShuffle (class in qolmat.imputations.imputers)
ImputerSimple (class in qolmat.imputations.imputers)
ImputerSoftImpute (class in qolmat.imputations.imputers)
init_imputation() (qolmat.imputations.em_sampler.MultiNormalEM method)
(qolmat.imputations.em_sampler.VARpEM method)
inverse_transform() (qolmat.imputations.preprocessing.BinTransformer method)
K
kl_divergence() (in module qolmat.benchmark.metrics)
kolmogorov_smirnov_test() (in module qolmat.benchmark.metrics)
M
make_pipeline_mixte_preprocessing() (in module qolmat.imputations.preprocessing)
make_robust_MixteHGB() (in module qolmat.imputations.preprocessing)
mean_absolute_error() (in module qolmat.benchmark.metrics)
mean_absolute_percentage_error() (in module qolmat.benchmark.metrics)
mean_diff_corr_matrix_categorical_vs_numerical_features() (in module qolmat.benchmark.metrics)
mean_difference_correlation_matrix_categorical_features() (in module qolmat.benchmark.metrics)
mean_difference_correlation_matrix_numerical_features() (in module qolmat.benchmark.metrics)
mean_squared_error() (in module qolmat.benchmark.metrics)
minimise_loss() (qolmat.imputations.rpca.rpca_noisy.RpcaNoisy static method)
MixteHGBM (class in qolmat.imputations.preprocessing)
MultiMarkovHoleGenerator (class in qolmat.benchmark.missing_patterns)
MultiNormalEM (class in qolmat.imputations.em_sampler)
O
OneHotEncoderProjector (class in qolmat.imputations.preprocessing)
P
pattern_based_weighted_mean_metric() (in module qolmat.benchmark.metrics)
predict() (qolmat.imputations.diffusions.ddpms.TabDDPM method)
(qolmat.imputations.preprocessing.MixteHGBM method)
pretreatment() (qolmat.imputations.em_sampler.VARpEM method)
process_imputer() (qolmat.benchmark.comparator.Comparator method)
process_split() (qolmat.benchmark.comparator.Comparator method)
R
reset_learned_parameters() (qolmat.imputations.em_sampler.MultiNormalEM method)
(qolmat.imputations.em_sampler.VARpEM method)
reverse_dummies() (qolmat.imputations.preprocessing.OneHotEncoderProjector method)
root_mean_squared_error() (in module qolmat.benchmark.metrics)
RpcaNoisy (class in qolmat.imputations.rpca.rpca_noisy)
RpcaPcp (class in qolmat.imputations.rpca.rpca_pcp)
S
sample_sizes() (qolmat.benchmark.missing_patterns.EmpiricalHoleGenerator method)
(qolmat.benchmark.missing_patterns.GeometricHoleGenerator method)
set_inverse_transform_request() (qolmat.imputations.preprocessing.OneHotEncoderProjector method)
set_model_parameters() (qolmat.imputations.preprocessing.MixteHGBM method)
set_parameters() (qolmat.imputations.em_sampler.MultiNormalEM method)
(qolmat.imputations.em_sampler.VARpEM method)
set_score_request() (qolmat.imputations.preprocessing.MixteHGBM method)
set_solution() (qolmat.imputations.imputers.ImputerOracle method)
set_transform_request() (qolmat.imputations.preprocessing.OneHotEncoderProjector method)
split() (qolmat.benchmark.missing_patterns.GroupedHoleGenerator method)
sum_energy_distances() (in module qolmat.benchmark.metrics)
T
TabDDPM (class in qolmat.imputations.diffusions.ddpms)
total_variance_distance() (in module qolmat.benchmark.metrics)
transform() (qolmat.imputations.imputers.ImputerOracle method)
(qolmat.imputations.preprocessing.BinTransformer method)
(qolmat.imputations.preprocessing.WrapperTransformer method)
TsDDPM (class in qolmat.imputations.diffusions.ddpms)
U
UniformHoleGenerator (class in qolmat.benchmark.missing_patterns)
update_criteria_stop() (qolmat.imputations.em_sampler.MultiNormalEM method)
(qolmat.imputations.em_sampler.VARpEM method)
update_parameters() (qolmat.imputations.em_sampler.MultiNormalEM method)
(qolmat.imputations.em_sampler.VARpEM method)
V
VARpEM (class in qolmat.imputations.em_sampler)
W
weighted_mean_absolute_percentage_error() (in module qolmat.benchmark.metrics)
WrapperTransformer (class in qolmat.imputations.preprocessing)