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1 | | -########## |
| 1 | +########### |
2 | 2 | Qolmat API |
3 | | -########## |
| 3 | +########### |
4 | 4 |
|
5 | 5 | .. currentmodule:: qolmat |
6 | 6 |
|
7 | | -Classes |
| 7 | +Imputers |
| 8 | +========= |
| 9 | + |
| 10 | +.. autosummary:: |
| 11 | + :toctree: generated/ |
| 12 | + :template: class.rst |
| 13 | + |
| 14 | + imputations.imputers.ImputerEM |
| 15 | + imputations.imputers.ImputerKNN |
| 16 | + imputations.imputers.ImputerInterpolation |
| 17 | + imputations.imputers.ImputerLOCF |
| 18 | + imputations.imputers.ImputerMedian |
| 19 | + imputations.imputers.ImputerMean |
| 20 | + imputations.imputers.ImputerMICE |
| 21 | + imputations.imputers.ImputerMode |
| 22 | + imputations.imputers.ImputerNOCB |
| 23 | + imputations.imputers.ImputerOracle |
| 24 | + imputations.imputers.ImputerRegressor |
| 25 | + imputations.imputers.ImputerResiduals |
| 26 | + imputations.imputers.ImputerRPCA |
| 27 | + imputations.imputers.ImputerShuffle |
| 28 | + |
| 29 | +Comparator |
| 30 | +=========== |
| 31 | + |
| 32 | +.. autosummary:: |
| 33 | + :toctree: generated/ |
| 34 | + :template: class.rst |
| 35 | + |
| 36 | + benchmark.comparator.Comparator |
| 37 | + |
| 38 | +Missing Patterns |
| 39 | +================ |
| 40 | + |
| 41 | +.. autosummary:: |
| 42 | + :toctree: generated/ |
| 43 | + :template: class.rst |
| 44 | + |
| 45 | + benchmark.missing_patterns.UniformHoleGenerator |
| 46 | + benchmark.missing_patterns.GeometricHoleGenerator |
| 47 | + benchmark.missing_patterns.EmpiricalHoleGenerator |
| 48 | + benchmark.missing_patterns.MultiMarkovHoleGenerator |
| 49 | + benchmark.missing_patterns.GroupedHoleGenerator |
| 50 | + |
| 51 | + |
| 52 | +Metrics |
8 | 53 | ======= |
9 | 54 |
|
10 | 55 | .. autosummary:: |
11 | 56 | :toctree: generated/ |
12 | | - :template: class.rst |
| 57 | + :template: function.rst |
| 58 | + |
| 59 | + benchmark.metrics.mean_squared_error |
| 60 | + benchmark.metrics.root_mean_squared_error |
| 61 | + benchmark.metrics.weighted_mean_absolute_percentage_error |
| 62 | + benchmark.metrics.wasserstein_distance |
| 63 | + benchmark.metrics.density_from_rf |
| 64 | + benchmark.metrics.kl_divergence_1D |
| 65 | + benchmark.metrics.kl_divergence |
| 66 | + benchmark.metrics.kolmogorov_smirnov_test |
| 67 | + benchmark.metrics.total_variance_distance |
| 68 | + benchmark.metrics.mean_difference_correlation_matrix_numerical_features |
| 69 | + benchmark.metrics.mean_difference_correlation_matrix_categorical_features |
| 70 | + benchmark.metrics.mean_difference_correlation_matrix_categorical_vs_numerical_features |
| 71 | + benchmark.metrics.sum_energy_distances |
| 72 | + benchmark.metrics.frechet_distance |
| 73 | + |
| 74 | + |
| 75 | +RPCA engine |
| 76 | +================ |
13 | 77 |
|
| 78 | +.. autosummary:: |
| 79 | + :toctree: generated/ |
| 80 | + :template: class.rst |
| 81 | + |
14 | 82 | imputations.rpca.rpca.RPCA |
| 83 | + imputations.rpca.rpca_noisy.RPCANoisy |
| 84 | + imputations.rpca.rpca_pcp.RPCAPCP |
| 85 | + |
15 | 86 |
|
16 | | -Utils |
17 | | -===== |
| 87 | +EM engine |
| 88 | +================ |
18 | 89 |
|
19 | 90 | .. autosummary:: |
20 | 91 | :toctree: generated/ |
21 | | - :template: function.rst |
| 92 | + :template: class.rst |
| 93 | + |
| 94 | + imputations.em_sampler.EM |
| 95 | + imputations.em_sampler.MultiNormalEM |
| 96 | + imputations.em_sampler.VAR1EM |
| 97 | + |
22 | 98 |
|
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