Index

_

__init__() (sktime.classification.compose.ColumnEnsembleClassifier method) (sktime.classification.dictionary_based.BOSSEnsemble method) (sktime.classification.dictionary_based.ContractableBOSS method) (sktime.classification.dictionary_based.IndividualBOSS method) (sktime.classification.dictionary_based.IndividualTDE method) (sktime.classification.dictionary_based.MUSE method) (sktime.classification.dictionary_based.TemporalDictionaryEnsemble method) (sktime.classification.dictionary_based.WEASEL method) (sktime.classification.distance_based.ElasticEnsemble method) (sktime.classification.distance_based.KNeighborsTimeSeriesClassifier method) (sktime.classification.distance_based.ProximityForest method) (sktime.classification.distance_based.ProximityStump method) (sktime.classification.distance_based.ProximityTree method) (sktime.classification.hybrid.HIVECOTEV1 method) (sktime.classification.interval_based.RandomIntervalSpectralForest method) (sktime.classification.interval_based.SupervisedTimeSeriesForest method) (sktime.classification.shapelet_based.MrSEQLClassifier method) (sktime.classification.shapelet_based.ROCKETClassifier method) (sktime.classification.shapelet_based.ShapeletTransformClassifier method) (sktime.forecasting.arima.ARIMA method) (sktime.forecasting.arima.AutoARIMA method) (sktime.forecasting.base.ForecastingHorizon method) (sktime.forecasting.bats.BATS method) (sktime.forecasting.compose.DirectTabularRegressionForecaster method) (sktime.forecasting.compose.DirectTimeSeriesRegressionForecaster method) (sktime.forecasting.compose.EnsembleForecaster method) (sktime.forecasting.compose.MultioutputTabularRegressionForecaster method) (sktime.forecasting.compose.MultioutputTimeSeriesRegressionForecaster method) (sktime.forecasting.compose.MultiplexForecaster method) (sktime.forecasting.compose.RecursiveTabularRegressionForecaster method) (sktime.forecasting.compose.RecursiveTimeSeriesRegressionForecaster method) (sktime.forecasting.compose.StackingForecaster method) (sktime.forecasting.compose.TransformedTargetForecaster method) (sktime.forecasting.ets.AutoETS method) (sktime.forecasting.exp_smoothing.ExponentialSmoothing method) (sktime.forecasting.fbprophet.Prophet method) (sktime.forecasting.model_selection.CutoffSplitter method) (sktime.forecasting.model_selection.ExpandingWindowSplitter method) (sktime.forecasting.model_selection.ForecastingGridSearchCV method) (sktime.forecasting.model_selection.ForecastingRandomizedSearchCV method) (sktime.forecasting.model_selection.SingleWindowSplitter method) (sktime.forecasting.model_selection.SlidingWindowSplitter method) (sktime.forecasting.naive.NaiveForecaster method) (sktime.forecasting.online_learning.NNLSEnsemble method) (sktime.forecasting.online_learning.NormalHedgeEnsemble method) (sktime.forecasting.online_learning.OnlineEnsembleForecaster method) (sktime.forecasting.tbats.TBATS method) (sktime.forecasting.theta.ThetaForecaster method) (sktime.forecasting.trend.PolynomialTrendForecaster method) (sktime.regression.compose.ComposableTimeSeriesForestRegressor method) (sktime.regression.interval_based.TimeSeriesForestRegressor method) (sktime.series_as_features.compose.FeatureUnion method) (sktime.series_as_features.model_selection.PresplitFilesCV method) (sktime.series_as_features.model_selection.SingleSplit method) (sktime.transformations.panel.catch22_features.Catch22 method) (sktime.transformations.panel.compose.ColumnConcatenator method) (sktime.transformations.panel.compose.ColumnTransformer method) (sktime.transformations.panel.compose.SeriesToPrimitivesRowTransformer method) (sktime.transformations.panel.compose.SeriesToSeriesRowTransformer method) (sktime.transformations.panel.dictionary_based.PAA method) (sktime.transformations.panel.dictionary_based.SAX method) (sktime.transformations.panel.dictionary_based.SFA method) (sktime.transformations.panel.matrix_profile.MatrixProfile method) (sktime.transformations.panel.pca.PCATransformer method) (sktime.transformations.panel.reduce.Tabularizer method) (sktime.transformations.panel.rocket.MiniRocket method) (sktime.transformations.panel.rocket.MiniRocketMultivariate method) (sktime.transformations.panel.rocket.Rocket method) (sktime.transformations.panel.segment.IntervalSegmenter method) (sktime.transformations.panel.segment.RandomIntervalSegmenter method) (sktime.transformations.panel.shapelets.ContractedShapeletTransform method) (sktime.transformations.panel.shapelets.ShapeletTransform method) (sktime.transformations.panel.summarize.DerivativeSlopeTransformer method) (sktime.transformations.panel.summarize.FittedParamExtractor method) (sktime.transformations.panel.summarize.PlateauFinder method) (sktime.transformations.panel.summarize.RandomIntervalFeatureExtractor method) (sktime.transformations.panel.tsfresh.TSFreshFeatureExtractor method) (sktime.transformations.panel.tsfresh.TSFreshRelevantFeatureExtractor method) (sktime.transformations.series.acf.AutoCorrelationTransformer method) (sktime.transformations.series.acf.PartialAutoCorrelationTransformer method) (sktime.transformations.series.adapt.TabularToSeriesAdaptor method) (sktime.transformations.series.boxcox.BoxCoxTransformer method) (sktime.transformations.series.boxcox.LogTransformer method) (sktime.transformations.series.compose.OptionalPassthrough method) (sktime.transformations.series.cos.CosineTransformer method) (sktime.transformations.series.detrend.ConditionalDeseasonalizer method) (sktime.transformations.series.detrend.Deseasonalizer method) (sktime.transformations.series.detrend.Detrender method) (sktime.transformations.series.impute.Imputer method) (sktime.transformations.series.matrix_profile.MatrixProfileTransformer method) (sktime.transformations.series.outlier_detection.HampelFilter method)

_forecaster (sktime.forecasting.compose.MultiplexForecaster attribute)

A

are_columns_nested() (in module sktime.utils.data_processing) ARIMA (class in sktime.forecasting.arima)

AutoARIMA (class in sktime.forecasting.arima) AutoCorrelationTransformer (class in sktime.transformations.series.acf) AutoETS (class in sktime.forecasting.ets)

B

BATS (class in sktime.forecasting.bats) best_forecaster_ (sktime.forecasting.model_selection.ForecastingGridSearchCV attribute) (sktime.forecasting.model_selection.ForecastingRandomizedSearchCV attribute) best_index_ (sktime.forecasting.model_selection.ForecastingGridSearchCV attribute) (sktime.forecasting.model_selection.ForecastingRandomizedSearchCV attribute) best_params_ (sktime.forecasting.model_selection.ForecastingGridSearchCV attribute) (sktime.forecasting.model_selection.ForecastingRandomizedSearchCV attribute)

best_score_ (sktime.forecasting.model_selection.ForecastingGridSearchCV attribute) (sktime.forecasting.model_selection.ForecastingRandomizedSearchCV attribute) BOSSEnsemble (class in sktime.classification.dictionary_based) BoxCoxTransformer (class in sktime.transformations.series.boxcox) branches (sktime.classification.distance_based.ProximityTree attribute) breakpoints (sktime.transformations.panel.dictionary_based.SFA attribute)

C

Catch22 (class in sktime.transformations.panel.catch22_features) class_weight (sktime.regression.compose.ComposableTimeSeriesForestRegressor attribute) classes_ (sktime.classification.dictionary_based.WEASEL attribute) (sktime.classification.distance_based.ProximityForest attribute) (sktime.classification.distance_based.ProximityStump attribute) (sktime.classification.distance_based.ProximityTree attribute) classifiers (sktime.classification.dictionary_based.BOSSEnsemble attribute) (sktime.classification.dictionary_based.ContractableBOSS attribute) (sktime.classification.dictionary_based.TemporalDictionaryEnsemble attribute) (sktime.classification.interval_based.RandomIntervalSpectralForest attribute) (sktime.classification.shapelet_based.ROCKETClassifier attribute)

ColumnConcatenator (class in sktime.transformations.panel.compose) ColumnEnsembleClassifier (class in sktime.classification.compose) ColumnTransformer (class in sktime.transformations.panel.compose) ComposableTimeSeriesForestRegressor (class in sktime.regression.compose) ConditionalDeseasonalizer (class in sktime.transformations.series.detrend) ContractableBOSS (class in sktime.classification.dictionary_based) ContractedShapeletTransform (class in sktime.transformations.panel.shapelets) CosineTransformer (class in sktime.transformations.series.cos) CutoffSplitter (class in sktime.forecasting.model_selection) cv_results_ (sktime.forecasting.model_selection.ForecastingGridSearchCV attribute) (sktime.forecasting.model_selection.ForecastingRandomizedSearchCV attribute)

D

depth (sktime.classification.distance_based.ProximityTree attribute) DerivativeSlopeTransformer (class in sktime.transformations.panel.summarize) Deseasonalizer (class in sktime.transformations.series.detrend) Detrender (class in sktime.transformations.series.detrend)

DirectTabularRegressionForecaster (class in sktime.forecasting.compose) DirectTimeSeriesRegressionForecaster (class in sktime.forecasting.compose) distance_measure (sktime.classification.distance_based.ProximityStump attribute) (sktime.classification.distance_based.ProximityTree attribute) drift_ (sktime.forecasting.theta.ThetaForecaster attribute)

E

ElasticEnsemble (class in sktime.classification.distance_based) EnsembleForecaster (class in sktime.forecasting.compose) entropy (sktime.classification.distance_based.ProximityStump attribute) estimators_ (sktime.classification.distance_based.ElasticEnsemble attribute) (sktime.regression.compose.ComposableTimeSeriesForestRegressor attribute)

evaluate() (in module sktime.forecasting.model_evaluation) ExpandingWindowSplitter (class in sktime.forecasting.model_selection) ExponentialSmoothing (class in sktime.forecasting.exp_smoothing)

F

feature_importances_ (sktime.regression.compose.ComposableTimeSeriesForestRegressor attribute) FeatureUnion (class in sktime.series_as_features.compose) find_stump (sktime.classification.distance_based.ProximityTree attribute) FittedParamExtractor (class in sktime.transformations.panel.summarize) forecaster_ (sktime.transformations.series.detrend.Detrender attribute) ForecastingGridSearchCV (class in sktime.forecasting.model_selection) ForecastingHorizon (class in sktime.forecasting.base) ForecastingRandomizedSearchCV (class in sktime.forecasting.model_selection) from_2d_array_to_nested() (in module sktime.utils.data_processing)

from_3d_numpy_to_2d_array() (in module sktime.utils.data_processing) from_3d_numpy_to_multi_index() (in module sktime.utils.data_processing) from_3d_numpy_to_nested() (in module sktime.utils.data_processing) from_long_to_nested() (in module sktime.utils.data_processing) from_multi_index_to_3d_numpy() (in module sktime.utils.data_processing) from_multi_index_to_nested() (in module sktime.utils.data_processing) from_nested_to_2d_array() (in module sktime.utils.data_processing) from_nested_to_3d_numpy() (in module sktime.utils.data_processing) from_nested_to_long() (in module sktime.utils.data_processing) from_nested_to_multi_index() (in module sktime.utils.data_processing)

G

get_distance_measure (sktime.classification.distance_based.ProximityStump attribute) (sktime.classification.distance_based.ProximityTree attribute) get_exemplars (sktime.classification.distance_based.ProximityForest attribute) (sktime.classification.distance_based.ProximityStump attribute) (sktime.classification.distance_based.ProximityTree attribute)

get_gain (sktime.classification.distance_based.ProximityStump attribute) (sktime.classification.distance_based.ProximityTree attribute)

H

HampelFilter (class in sktime.transformations.series.outlier_detection)

HIVECOTEV1 (class in sktime.classification.hybrid)

I

Imputer (class in sktime.transformations.series.impute) IndividualBOSS (class in sktime.classification.dictionary_based) IndividualTDE (class in sktime.classification.dictionary_based)

initial_level_ (sktime.forecasting.theta.ThetaForecaster attribute) intervals (sktime.classification.interval_based.RandomIntervalSpectralForest attribute) IntervalSegmenter (class in sktime.transformations.panel.segment) is_nested_dataframe() (in module sktime.utils.data_processing)

K

KNeighborsTimeSeriesClassifier (class in sktime.classification.distance_based)

L

label_encoder (sktime.classification.distance_based.ProximityForest attribute) (sktime.classification.distance_based.ProximityStump attribute) (sktime.classification.distance_based.ProximityTree attribute) load_acsf1() (in module sktime.datasets.base) load_airline() (in module sktime.datasets.base) load_arrow_head() (in module sktime.datasets.base) load_basic_motions() (in module sktime.datasets.base) load_gunpoint() (in module sktime.datasets.base)

load_italy_power_demand() (in module sktime.datasets.base) load_japanese_vowels() (in module sktime.datasets.base) load_longley() (in module sktime.datasets.base) load_lynx() (in module sktime.datasets.base) load_osuleaf() (in module sktime.datasets.base) load_shampoo_sales() (in module sktime.datasets.base) load_UCR_UEA_dataset() (in module sktime.datasets.base) load_uschange() (in module sktime.datasets.base) LogTransformer (class in sktime.transformations.series.boxcox)

M

make_reduction() (in module sktime.forecasting.compose) make_row_transformer() (in module sktime.transformations.panel.compose) MatrixProfile (class in sktime.transformations.panel.matrix_profile) MatrixProfileTransformer (class in sktime.transformations.series.matrix_profile) max_depth (sktime.classification.distance_based.ProximityForest attribute) (sktime.classification.distance_based.ProximityTree attribute) MiniRocket (class in sktime.transformations.panel.rocket) MiniRocketMultivariate (class in sktime.transformations.panel.rocket) module sktime.classification, [1] sktime.forecasting, [1] sktime.regression, [1] sktime.series_as_features, [1] sktime.transformations, [1]

MrSEQLClassifier (class in sktime.classification.shapelet_based) MultioutputTabularRegressionForecaster (class in sktime.forecasting.compose) MultioutputTimeSeriesRegressionForecaster (class in sktime.forecasting.compose) MultiplexForecaster (class in sktime.forecasting.compose) MUSE (class in sktime.classification.dictionary_based)

N

n_classes (sktime.classification.dictionary_based.BOSSEnsemble attribute) (sktime.classification.dictionary_based.ContractableBOSS attribute) (sktime.classification.dictionary_based.TemporalDictionaryEnsemble attribute) (sktime.classification.hybrid.HIVECOTEV1 attribute) (sktime.classification.interval_based.RandomIntervalSpectralForest attribute) (sktime.classification.shapelet_based.ROCKETClassifier attribute) n_dims (sktime.classification.dictionary_based.TemporalDictionaryEnsemble attribute) n_estimators (sktime.classification.dictionary_based.BOSSEnsemble attribute) (sktime.classification.dictionary_based.ContractableBOSS attribute) (sktime.classification.dictionary_based.TemporalDictionaryEnsemble attribute) n_features_ (sktime.regression.compose.ComposableTimeSeriesForestRegressor attribute)

n_instances (sktime.classification.dictionary_based.BOSSEnsemble attribute) (sktime.classification.dictionary_based.ContractableBOSS attribute) (sktime.classification.dictionary_based.TemporalDictionaryEnsemble attribute) n_jobs (sktime.classification.distance_based.ProximityStump attribute) (sktime.classification.distance_based.ProximityTree attribute) n_outputs_ (sktime.regression.compose.ComposableTimeSeriesForestRegressor attribute) n_splits_ (sktime.forecasting.model_selection.ForecastingGridSearchCV attribute) NaiveForecaster (class in sktime.forecasting.naive) named_transformers_ (sktime.transformations.panel.compose.ColumnTransformer attribute) NNLSEnsemble (class in sktime.forecasting.online_learning) NormalHedgeEnsemble (class in sktime.forecasting.online_learning)

O

OnlineEnsembleForecaster (class in sktime.forecasting.online_learning) oob_decision_function_ (sktime.regression.compose.ComposableTimeSeriesForestRegressor attribute)

oob_score_ (sktime.regression.compose.ComposableTimeSeriesForestRegressor attribute) OptionalPassthrough (class in sktime.transformations.series.compose)

P

PAA (class in sktime.transformations.panel.dictionary_based) PartialAutoCorrelationTransformer (class in sktime.transformations.series.acf) PCATransformer (class in sktime.transformations.panel.pca) PlateauFinder (class in sktime.transformations.panel.summarize) plot_series() (in module sktime.utils.plotting) PolynomialTrendForecaster (class in sktime.forecasting.trend) predefined_ig_rejection_level (sktime.transformations.panel.shapelets.ContractedShapeletTransform attribute) (sktime.transformations.panel.shapelets.ShapeletTransform attribute)

PresplitFilesCV (class in sktime.series_as_features.model_selection) prev_parameters_x (sktime.classification.dictionary_based.TemporalDictionaryEnsemble attribute) prev_parameters_y (sktime.classification.dictionary_based.TemporalDictionaryEnsemble attribute) Prophet (class in sktime.forecasting.fbprophet) ProximityForest (class in sktime.classification.distance_based) ProximityStump (class in sktime.classification.distance_based) ProximityTree (class in sktime.classification.distance_based)

R

random_state (sktime.classification.distance_based.ProximityStump attribute) (sktime.classification.distance_based.ProximityTree attribute) RandomIntervalFeatureExtractor (class in sktime.transformations.panel.summarize) RandomIntervalSegmenter (class in sktime.transformations.panel.segment) RandomIntervalSpectralForest (class in sktime.classification.interval_based)

RecursiveTabularRegressionForecaster (class in sktime.forecasting.compose) RecursiveTimeSeriesRegressionForecaster (class in sktime.forecasting.compose) refit_time_ (sktime.forecasting.model_selection.ForecastingGridSearchCV attribute) Rocket (class in sktime.transformations.panel.rocket) ROCKETClassifier (class in sktime.classification.shapelet_based)

S

SAX (class in sktime.transformations.panel.dictionary_based) scorer_ (sktime.forecasting.model_selection.ForecastingGridSearchCV attribute) se_ (sktime.forecasting.theta.ThetaForecaster attribute) series_length (sktime.classification.dictionary_based.BOSSEnsemble attribute) (sktime.classification.dictionary_based.ContractableBOSS attribute) (sktime.classification.dictionary_based.TemporalDictionaryEnsemble attribute) SeriesToPrimitivesRowTransformer (class in sktime.transformations.panel.compose) SeriesToSeriesRowTransformer (class in sktime.transformations.panel.compose) setup_distance_measure (sktime.classification.distance_based.ProximityStump attribute) (sktime.classification.distance_based.ProximityTree attribute) SFA (class in sktime.transformations.panel.dictionary_based) shapelets (sktime.transformations.panel.shapelets.ContractedShapeletTransform.self attribute) (sktime.transformations.panel.shapelets.ShapeletTransform.self attribute) ShapeletTransform (class in sktime.transformations.panel.shapelets) ShapeletTransformClassifier (class in sktime.classification.shapelet_based) SingleSplit (class in sktime.series_as_features.model_selection)

SingleWindowSplitter (class in sktime.forecasting.model_selection) sktime.classification module, [1] sktime.forecasting module, [1] sktime.regression module, [1] sktime.series_as_features module, [1] sktime.transformations module, [1] SlidingWindowSplitter (class in sktime.forecasting.model_selection) sparse_output_ (sktime.transformations.panel.compose.ColumnTransformer attribute) StackingForecaster (class in sktime.forecasting.compose) stump (sktime.classification.distance_based.ProximityTree attribute) SupervisedTimeSeriesForest (class in sktime.classification.interval_based)

T

Tabularizer (class in sktime.transformations.panel.reduce) TabularToSeriesAdaptor (class in sktime.transformations.series.adapt) TBATS (class in sktime.forecasting.tbats) temporal_train_test_split() (in module sktime.forecasting.model_selection) TemporalDictionaryEnsemble (class in sktime.classification.dictionary_based) ThetaForecaster (class in sktime.forecasting.theta) TimeSeriesForestRegressor (class in sktime.regression.interval_based)

train_accs_by_classifier (sktime.classification.distance_based.ElasticEnsemble attribute) train_preds_by_classifier (sktime.classification.distance_based.ElasticEnsemble attribute) TransformedTargetForecaster (class in sktime.forecasting.compose) transformers_ (sktime.transformations.panel.compose.ColumnTransformer attribute) trees (sktime.classification.distance_based.ProximityForest attribute) TSFreshFeatureExtractor (class in sktime.transformations.panel.tsfresh) TSFreshRelevantFeatureExtractor (class in sktime.transformations.panel.tsfresh)

V

verbosity (sktime.classification.distance_based.ProximityStump attribute) (sktime.classification.distance_based.ProximityTree attribute)

W

WEASEL (class in sktime.classification.dictionary_based) weight_sum (sktime.classification.dictionary_based.TemporalDictionaryEnsemble attribute) (sktime.classification.shapelet_based.ROCKETClassifier attribute) weights (sktime.classification.dictionary_based.ContractableBOSS attribute) (sktime.classification.dictionary_based.TemporalDictionaryEnsemble attribute) (sktime.classification.shapelet_based.ROCKETClassifier attribute)

words (sktime.transformations.panel.dictionary_based.SAX attribute) (sktime.transformations.panel.dictionary_based.SFA attribute)

X

X (sktime.classification.distance_based.ProximityForest attribute) (sktime.classification.distance_based.ProximityTree attribute)

X_branches (sktime.classification.distance_based.ProximityStump attribute) X_exemplar (sktime.classification.distance_based.ProximityStump attribute)

Y

y (sktime.classification.distance_based.ProximityForest attribute) (sktime.classification.distance_based.ProximityTree attribute)

y_branches (sktime.classification.distance_based.ProximityStump attribute) y_exemplar (sktime.classification.distance_based.ProximityStump attribute)