Estimator Overview

The table below gives an overview of all estimators in sktime.

Class Name	Estimator Type	Authors
ARIMA	forecasting	Markus Löning & Hongyi Yang
AggrDist	dists_kernels	fkiraly
Aggregator	transformations::hierarchical	ciaran-g
AlignerDTW	alignment	fkiraly
AlignerDTWfromDist	alignment	fkiraly
Arsenal	classification::kernel_based	MatthewMiddlehurst & kachayev
AutoARIMA	forecasting	Markus Löning & Hongyi Yang
AutoCorrelationTransformer	transformations::series	afzal442
AutoETS	forecasting	hyang1996
AutoEnsembleForecaster	forecasting::compose	mloning, GuzalBulatova, aiwalter & RNKuhns
BATS	forecasting	Martin Walter
BOSSEnsemble	classification::dictionary_based	MatthewMiddlehurst
BoxCoxTransformer	transformations::series	mloning, aiwalter, fkiraly
CanonicalIntervalForest	classification::interval_based	MatthewMiddlehurst
Catch22	transformations::panel	MatthewMiddlehurst
Catch22Classifier	classification::feature_based	MatthewMiddlehurst & RavenRudi
ClaSPSegmentation	annotation	ermshaua & patrickzib
ClaSPTransformer	transformations::series	ermshaua & patrickzib
ClassifierPipeline	classification::compose	fkiraly
ColumnConcatenator	transformations::panel	mloning & sajaysurya
ColumnEnsembleClassifier	classification::compose	abostrom
ColumnEnsembleForecaster	forecasting::compose	GuzalBulatova & mloning
ColumnTransformer	transformations::panel	mloning & sajaysurya
ColumnwiseTransformer	transformations::series	aiwalter & SveaMeyer13
ComposableTimeSeriesForestClassifier	classification::compose	mloning & Ayushmaan Seth
ConditionalDeseasonalizer	transformations::series::detrend	mloning, eyalshafran & aiwalter
ContractableBOSS	classification::dictionary_based	MatthewMiddlehurst & BINAYKUMAR943
CosineTransformer	transformations::series	afzal442
Croston	forecasting	no author info
DWTTransformer	transformations::panel	Vincent Nicholson
DateTimeFeatures	transformations::series	danbartl
DerivativeSlopeTransformer	transformations::panel::summarize	mloning
Deseasonalizer	transformations::series::detrend	mloning, eyalshafran & aiwalter
Detrender	transformations::series::detrend	mloning & SveaMeyer13
Differencer	transformations::series	RNKuhns
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
DistFromAligner	dists_kernels	fkiraly
DrCIF	classification::interval_based	MatthewMiddlehurst
DtwDist	dists_kernels	fkiraly
ElasticEnsemble	classification::distance_based	jasonlines & TonyBagnall
EnsembleForecaster	forecasting::compose	mloning, GuzalBulatova, aiwalter & RNKuhns
ExponentTransformer	transformations::series	Ryan Kuhns
ExponentialSmoothing	forecasting	mloning & big-o
FeatureSelection	transformations::series	aiwalter
FeatureUnion	transformations	fkiraly & mloning
FitInTransform	transformations	fkiraly & mloning
FittedParamExtractor	transformations::panel::summarize	mloning
ForecastingGridSearchCV	forecasting::model_selection	mloning
ForecastingPipeline	forecasting::compose	mloning & aiwalter
ForecastingRandomizedSearchCV	forecasting::model_selection	mloning
FreshPRINCE	classification::feature_based	MatthewMiddlehurst
FunctionTransformer	transformations::series	BoukePostma
HCrystalBallForecaster	forecasting	no author info
HIVECOTEV1	classification::hybrid	MatthewMiddlehurst
HIVECOTEV2	classification::hybrid	MatthewMiddlehurst
HOG1DTransformer	transformations::panel	no author info
HampelFilter	transformations::series	aiwalter
Imputer	transformations::series	aiwalter
IndividualBOSS	classification::dictionary_based	MatthewMiddlehurst
IndividualTDE	classification::dictionary_based	MatthewMiddlehurst
IntervalSegmenter	transformations::panel	no author info
InvertAugmenter	transformations::series	MrPr3ntice, MFehsenfeld & iljamaurer
KNeighborsTimeSeriesClassifier	classification::distance_based	jasonlines, TonyBagnall & chrisholder
LogTransformer	transformations::series	mloning, aiwalter, fkiraly
MUSE	classification::dictionary_based	patrickzib & BINAYKUMAR943
MatrixProfile	transformations::panel	Claudia Rincon Sanchez
MatrixProfileClassifier	classification::feature_based	MatthewMiddlehurst
MatrixProfileTransformer	transformations::series	mloning
MiniRocket	transformations::panel::rocket	angus924
MiniRocketMultivariate	transformations::panel::rocket	angus924
MovingBlockBootstrapTransformer	transformations::bootstrap	ltsaprounis
MultiRocket	transformations::panel::rocket	no author info
MultiRocketMultivariate	transformations::panel::rocket	no author info
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	kkoralturk, aiwalter, fkiraly & miraep8
NaiveForecaster	forecasting	mloning, Piyush Gade, Flix6x, aiwalter & IlyasMoutawwakil
NaiveVariance	forecasting	mloning, Piyush Gade, Flix6x, aiwalter & IlyasMoutawwakil
OnlineEnsembleForecaster	forecasting::online_learning	magittan, mloning
OptionalPassthrough	transformations::series	aiwalter & SveaMeyer13
PAA	transformations::panel::dictionary_based	Matthew Middlehurst
PCATransformer	transformations::panel	prockenschaub & fkiraly
PaddingTransformer	transformations::panel	abostrom
PartialAutoCorrelationTransformer	transformations::series	afzal442
PlateauFinder	transformations::panel::summarize	mloning
PolynomialTrendForecaster	forecasting	Anthony Jancso, mloning & aiwalter
ProbabilityThresholdEarlyClassifier	classification::early_classification	MatthewMiddlehurst
Prophet	forecasting	aiwalter
ProximityForest	classification::distance_based	goastler
ProximityStump	classification::distance_based	George Oastler (linkedin.com/goastler; github.com/goastler)
ProximityTree	classification::distance_based	goastler
PyODAnnotator	annotation::adapters	mloning, satya-pattnaik & fkiraly
RandomIntervalClassifier	classification::feature_based	MatthewMiddlehurst
RandomIntervalFeatureExtractor	transformations::panel::summarize	mloning
RandomIntervalSegmenter	transformations::panel	no author info
RandomIntervalSpectralEnsemble	classification::interval_based	TonyBagnall
RandomIntervals	transformations::panel	MatthewMiddlehurst
RandomSamplesAugmenter	transformations::series	MrPr3ntice, MFehsenfeld & iljamaurer
RandomShapeletTransform	transformations::panel	MatthewMiddlehurst, jasonlines & dguijo
Reconciler	transformations::hierarchical	ciaran-g, eenticott-shell & k1m190r
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
ReverseAugmenter	transformations::series	MrPr3ntice, MFehsenfeld & iljamaurer
Rocket	transformations::panel::rocket	angus924
RocketClassifier	classification::kernel_based	MatthewMiddlehurst & victordremov
SARIMAX	forecasting	TNTran92
SAX	transformations::panel::dictionary_based	Matthew Middlehurst
SFA	transformations::panel::dictionary_based	Matthew Middlehurst & Patrick Schäfer
STLBootstrapTransformer	transformations::bootstrap	ltsaprounis
STLForecaster	forecasting	Anthony Jancso, mloning & aiwalter
STLTransformer	transformations::series::detrend	mloning, eyalshafran & aiwalter
ScaledLogitTransformer	transformations::series	ltsaprounis
ScipyDist	dists_kernels	fkiraly
SeriesToPrimitivesRowTransformer	transformations::panel	mloning & sajaysurya
SeriesToSeriesRowTransformer	transformations::panel	mloning & sajaysurya
ShapeDTW	classification::distance_based	vincent-nich12
ShapeletTransformClassifier	classification::shapelet_based	TonyBagnall & MatthewMiddlehurst
SignatureClassifier	classification::feature_based	no author info
SignatureTransformer	transformations::panel::signature_based	no author info
SlidingWindowSegmenter	transformations::panel	no author info
SlopeTransformer	transformations::panel	mloning
SqrtTransformer	transformations::series	Ryan Kuhns
StackingForecaster	forecasting::compose	mloning & fkiraly
StatsForecastAutoARIMA	forecasting	FedericoGarza
SummaryClassifier	classification::feature_based	MatthewMiddlehurst
SummaryTransformer	transformations::series	mloning, RNKuhns, danbartl & grzegorzrut
SupervisedTimeSeriesForest	classification::interval_based	Matthew Middlehurst
TBATS	forecasting	Martin Walter
TEASER	classification::early_classification	MatthewMiddlehurst & patrickzib
TSFreshClassifier	classification::feature_based	MatthewMiddlehurst
TSFreshFeatureExtractor	transformations::panel	Ayushmaan Seth, Markus Löning & Alwin Wang
TSFreshRelevantFeatureExtractor	transformations::panel	Ayushmaan Seth, Markus Löning & Alwin Wang
TSInterpolator	transformations::panel	mloning
TabularToSeriesAdaptor	transformations::series	mloning
Tabularizer	transformations::panel	mloning & fkiraly
TemporalDictionaryEnsemble	classification::dictionary_based	MatthewMiddlehurst
ThetaForecaster	forecasting	big-o, mloning, kejsitake & fkiraly
ThetaLinesTransformer	transformations::series	GuzalBulatova & mloning
TimeSeriesForestClassifier	classification::interval_based	kkoziara, luiszugasti & kanand77
TimeSeriesForestRegressor	regression::interval_based	Tony Bagnall, kkoziara, luiszugasti, kanand77 & Markus Löning
TimeSeriesKMeans	clustering	chrisholder & TonyBagnall
TimeSeriesKMedoids	clustering	chrisholder & TonyBagnall
TimeSeriesKShapes	clustering	no author info
TimeSeriesKernelKMeans	clustering	no author info
TransformedTargetForecaster	forecasting::compose	mloning & aiwalter
TransformerPipeline	transformations	fkiraly & mloning
TrendForecaster	forecasting	Anthony Jancso, mloning & aiwalter
TruncationTransformer	transformations::panel	abostrom
UnobservedComponents	forecasting	juanitorduz
UpdateRefitsEvery	forecasting::stream	fkiraly
VAR	forecasting	thayeylolu & aiwalter
WEASEL	classification::dictionary_based	patrickzib & Arik Ermshaus
WhiteNoiseAugmenter	transformations::series	MrPr3ntice, MFehsenfeld & iljamaurer
WindowSummarizer	transformations::series	mloning, RNKuhns, danbartl & grzegorzrut