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estimator_overview_table.md

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Class Name Estimator Type Authors
ARIMA forecasting Markus Löning & Hongyi Yang
AggrDist dists_kernels fkiraly
Arsenal classification::kernel_based Matthew Middlehurst & Oleksii Kachaiev
AutoARIMA forecasting Markus Löning & Hongyi Yang
AutoCorrelationTransformer transformations::series Afzal Ansari
AutoETS forecasting Hongyi Yang
BATS forecasting Martin Walter
BOSSEnsemble classification::dictionary_based Matthew Middlehurst
BoxCoxTransformer transformations::series Markus Löning
CanonicalIntervalForest classification::interval_based Matthew Middlehurst
Catch22 transformations::panel Matthew Middlehurst
Catch22ForestClassifier classification::hybrid Matthew Middlehurst
ColumnConcatenator transformations::panel Markus Löning & Sajay Ganesh
ColumnEnsembleClassifier classification::compose Aaron Bostrom
ColumnTransformer transformations::panel Markus Löning & Sajay Ganesh
ComposableTimeSeriesForestClassifier classification::compose Markus Löning & Ayushmaan Seth
ComposableTimeSeriesForestRegressor regression::compose Markus Löning & Ayushmaan Seth
ConditionalDeseasonalizer transformations::series::detrend Markus Löning
ContractableBOSS classification::dictionary_based Matthew Middlehurst
ContractedShapeletTransform transformations::panel Jason Lines & David Guijo
CosineTransformer transformations::series Afzal Ansari
Croston forecasting no author info
DWTTransformer transformations::panel Vincent Nicholson
DerivativeSlopeTransformer transformations::panel::summarize no author info
Deseasonalizer transformations::series::detrend Markus Löning
Detrender transformations::series::detrend Markus Löning & Svea Meyer
DirRecTabularRegressionForecaster forecasting::compose Ayushmaan Seth, Kavin Anand, Luis Zugasti, Lovkush Agarwal & Markus Löning
DirRecTimeSeriesRegressionForecaster forecasting::compose Ayushmaan Seth, Kavin Anand, Luis Zugasti, Lovkush Agarwal & Markus Löning
DirectTabularRegressionForecaster forecasting::compose Ayushmaan Seth, Kavin Anand, Luis Zugasti, Lovkush Agarwal & Markus Löning
DirectTimeSeriesRegressionForecaster forecasting::compose Ayushmaan Seth, Kavin Anand, Luis Zugasti, Lovkush Agarwal & Markus Löning
DrCIF classification::interval_based Matthew Middlehurst
ElasticEnsemble classification::distance_based Jason Lines
EnsembleForecaster forecasting::compose Markus Löning
ExponentialSmoothing forecasting Markus Löning & @big-o
FeatureUnion series_as_features::compose Markus Löning
FittedParamExtractor transformations::panel::summarize no author info
ForecastingGridSearchCV forecasting::model_selection Markus Löning
ForecastingPipeline forecasting::compose Markus Löning & Martin Walter
ForecastingRandomizedSearchCV forecasting::model_selection Markus Löning
HCrystalBallForecaster forecasting no author info
HIVECOTEV1 classification::hybrid Matthew Middlehurst
HOG1DTransformer transformations::panel no author info
HampelFilter transformations::series Martin Walter
Imputer transformations::series Martin Walter
IndividualBOSS classification::dictionary_based Matthew Middlehurst
IndividualTDE classification::dictionary_based Matthew Middlehurst
IntervalSegmenter transformations::panel no author info
KNeighborsTimeSeriesClassifier classification::distance_based Jason Lines & TonyBagnall
LogTransformer transformations::series Markus Löning
MUSE classification::dictionary_based Patrick Schäfer
MatrixProfile transformations::panel no author info
MatrixProfileTransformer transformations::series Markus Löning
MeanTransformer transformations::series Markus Löning
MiniRocket transformations::panel::rocket Angus Dempster
MiniRocketMultivariate transformations::panel::rocket Angus Dempster
MrSEQLClassifier classification::shapelet_based::mrseql Thach Le Nguyen
MultioutputTabularRegressionForecaster forecasting::compose Ayushmaan Seth, Kavin Anand, Luis Zugasti, Lovkush Agarwal & Markus Löning
MultioutputTimeSeriesRegressionForecaster forecasting::compose Ayushmaan Seth, Kavin Anand, Luis Zugasti, Lovkush Agarwal & Markus Löning
MultiplexForecaster forecasting::compose Kutay Koralturk
NaiveForecaster forecasting Markus Löning & Piyush Gade
OnlineEnsembleForecaster forecasting::online_learning no author info
OptionalPassthrough transformations::series Martin Walter
PAA transformations::panel::dictionary_based Matthew Middlehurst
PCATransformer transformations::panel Patrick Rockenschaub
PaddingTransformer transformations::panel Aaron Bostrom
PartialAutoCorrelationTransformer transformations::series Afzal Ansari
PlateauFinder transformations::panel::summarize no author info
PolynomialTrendForecaster forecasting Markus Löning
Prophet forecasting Martin Walter
ProximityForest classification::distance_based George Oastler
ProximityStump classification::distance_based George Oastler (linkedin.com/goastler; github.com/goastler)
ProximityTree classification::distance_based George Oastler
PyODAnnotator annotation::adapters mloning, satya-pattnaik & fkiraly
ROCKETClassifier classification::kernel_based Matthew Middlehurst
RandomIntervalFeatureExtractor transformations::panel::summarize no author info
RandomIntervalSegmenter transformations::panel no author info
RandomIntervalSpectralForest classification::interval_based Tony Bagnall & Yi-Xuan Xu
RecursiveTabularRegressionForecaster forecasting::compose Ayushmaan Seth, Kavin Anand, Luis Zugasti, Lovkush Agarwal & Markus Löning
RecursiveTimeSeriesRegressionForecaster forecasting::compose Ayushmaan Seth, Kavin Anand, Luis Zugasti, Lovkush Agarwal & Markus Löning
Rocket transformations::panel::rocket Angus Dempster
SAX transformations::panel::dictionary_based Matthew Middlehurst
SFA transformations::panel::dictionary_based Matthew Middlehurst & Patrick Schäfer
ScipyDist dists_kernels fkiraly
SeriesToPrimitivesRowTransformer transformations::panel Markus Löning & Sajay Ganesh
SeriesToSeriesRowTransformer transformations::panel Markus Löning & Sajay Ganesh
ShapeDTW classification::distance_based Vincent Nicholson
ShapeletTransform transformations::panel Jason Lines & David Guijo
ShapeletTransformClassifier classification::shapelet_based Tony Bagnall
SignatureClassifier classification::signature_based no author info
SignatureTransformer transformations::panel::signature_based no author info
SlidingWindowSegmenter transformations::panel no author info
SlopeTransformer transformations::panel no author info
StackingForecaster forecasting::compose Markus Löning
SupervisedTimeSeriesForest classification::interval_based Matthew Middlehurst
TBATS forecasting Martin Walter
TSFreshFeatureExtractor transformations::panel Ayushmaan Seth, Markus Löning & Alwin Wang
TSFreshRelevantFeatureExtractor transformations::panel Ayushmaan Seth, Markus Löning & Alwin Wang
TSInterpolator transformations::panel no author info
TabularToSeriesAdaptor transformations::series Markus Löning
Tabularizer transformations::panel Markus Löning
TemporalDictionaryEnsemble classification::dictionary_based Matthew Middlehurst
ThetaForecaster forecasting @big-o & Markus Löning
ThetaLinesTransformer transformations::series Guzal Bulatova & Markus Löning
TimeSeriesForestClassifier classification::interval_based Tony Bagnall, kkoziara, luiszugasti & kanand77
TimeSeriesForestRegressor regression::interval_based Tony Bagnall, kkoziara, luiszugasti, kanand77 & Markus Löning
TimeSeriesKMeans clustering Christopher Holder & Tony Bagnall
TimeSeriesKMedoids clustering Christopher Holder & Tony Bagnall
TransformedTargetForecaster forecasting::compose Markus Löning & Martin Walter
TruncationTransformer transformations::panel Aaron Bostrom
WEASEL classification::dictionary_based Patrick Schäfer & Arik Ermshaus