Estimator Overview

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

Class Name	Estimator Type	Authors
ARDL	forecasting	kcc-lion
ARIMA	forecasting	mloning, hyang1996, fkiraly & ilkersigirci
Aggregator	transformations::hierarchical	ciaran-g
Arsenal	classification::convolution_based	MatthewMiddlehurst & kachayev
AutoARIMA	forecasting	mloning, hyang1996, fkiraly & ilkersigirci
AutoCorrelationTransformer	transformations::series	afzal442
AutoETS	forecasting	hyang1996
AutoEnsembleForecaster	forecasting::compose	mloning, GuzalBulatova, aiwalter, RNKuhns & AnH0ang
BATS	forecasting	Martin Walter
BKFilter	transformations::series	klam-data, pyyim & mgorlin
BOSSEnsemble	classification::dictionary_based	patrickzib & MatthewMiddlehurst
BaggingForecaster	forecasting::compose	ltsaprounis
BoxCoxTransformer	transformations::series	mloning, aiwalter & fkiraly
CNNClassifier	classification::deep_learning	James-Large, TonyBagnall & hadifawaz1999
CNNNetwork	networks	James-Large, Withington, TonyBagnall & hadifawaz1999
CNNRegressor	regression::deep_learning	AurumnPegasus & achieveordie
CanonicalIntervalForest	classification::interval_based	MatthewMiddlehurst
Catch22	transformations::panel	MatthewMiddlehurst
Catch22Classifier	classification::feature_based	MatthewMiddlehurst, RavenRudi & TonyBagnall
Catch22Wrapper	transformations::panel	MatthewMiddlehurst
ChannelEnsembleClassifier	classification::compose	abostrom & TonyBagnall
ClaSPSegmentation	annotation	ermshaua & patrickzib
ClaSPTransformer	transformations::series	ermshaua & patrickzib
ClassifierPipeline	classification::compose	fkiraly
ClearSky	transformations::series	ciaran-g
ColumnConcatenator	transformations::panel	mloning, sajaysurya & fkiraly
ColumnEnsembleForecaster	forecasting::compose	GuzalBulatova, mloning & fkiraly
ColumnSelect	transformations::series	fkiraly
ColumnTransformer	transformations::panel	mloning, sajaysurya & fkiraly
ColumnwiseTransformer	transformations	fkiraly, mloning, miraep8, aiwalter & SveaMeyer13
ComposableTimeSeriesForestClassifier	classification::compose	mloning, AyushmaanSeth & fkiraly
ConditionalDeseasonalizer	transformations::series::detrend	mloning, eyalshafran & aiwalter
ConformalIntervals	forecasting	fkiraly & bethrice44
ConstraintViolation	performance_metrics::forecasting::probabilistic	no author info
ContractableBOSS	classification::dictionary_based	MatthewMiddlehurst & BINAYKUMAR943
CosineTransformer	transformations::series	afzal442
Croston	forecasting	no author info
CutoffSplitter	forecasting::model_selection	mloning, kkoralturk, khrapovs & chillerobscuro
DOBIN	transformations::series	KatieBuc
DWTTransformer	transformations::panel	Vincent Nicholson
DateTimeFeatures	transformations::series	danbartl & KishManani
DerivativeSlopeTransformer	transformations::panel::summarize	mloning
Deseasonalizer	transformations::series::detrend	mloning, eyalshafran & aiwalter
Detrender	transformations::series::detrend	mloning, SveaMeyer13, KishManani & fkiraly
Differencer	transformations::series	RNKuhns & fkiraly
DirRecTabularRegressionForecaster	forecasting::compose	mloning, AyushmaanSeth, kAnand77, LuisZugasti, Lovkush-A & fkiraly
DirRecTimeSeriesRegressionForecaster	forecasting::compose	mloning, AyushmaanSeth, kAnand77, LuisZugasti, Lovkush-A & fkiraly
DirectTabularRegressionForecaster	forecasting::compose	mloning, AyushmaanSeth, kAnand77, LuisZugasti, Lovkush-A & fkiraly
DirectTimeSeriesRegressionForecaster	forecasting::compose	mloning, AyushmaanSeth, kAnand77, LuisZugasti, Lovkush-A & fkiraly
DontUpdate	forecasting::stream	fkiraly
DrCIF	classification::interval_based	MatthewMiddlehurst
DummyClassifier	classification	ZiyaoWei
DummyRegressor	regression::dummy	Badr-Eddine Marani
DynamicFactor	forecasting	Ris-Bali & lbventura
EAgglo	annotation	KatieBuc & patrickzib
ElasticEnsemble	classification::distance_based	jasonlines & TonyBagnall
ElbowClassPairwise	transformations::panel	haskarb
ElbowClassSum	transformations::panel	haskarb
EmpiricalCoverage	performance_metrics::forecasting::probabilistic	no author info
EncoderClassifier	classification::deep_learning	hadifawaz1999
EncoderNetwork	networks	hadifawaz1999
EnsembleForecaster	forecasting::compose	mloning, GuzalBulatova, aiwalter, RNKuhns & AnH0ang
ExpandingWindowSplitter	forecasting::model_selection	mloning, kkoralturk, khrapovs & chillerobscuro
ExponentTransformer	transformations::series	Ryan Kuhns
ExponentialSmoothing	forecasting	mloning & big-o
FCNClassifier	classification::deep_learning	James-Large, AurumnPegasus & hadifawaz1999
FCNNetwork	networks	James-Large, AurumnPegasus & hadifawaz1999
FeatureSelection	transformations::series	aiwalter
FeatureUnion	transformations	fkiraly, mloning, miraep8, aiwalter & SveaMeyer13
Filter	transformations::series	sveameyer13
FitInTransform	transformations	fkiraly, mloning, miraep8, aiwalter & SveaMeyer13
FittedParamExtractor	transformations::panel::summarize	mloning
ForecastByLevel	forecasting::compose	fkiraly
ForecastX	forecasting::compose	mloning & aiwalter
ForecastingGridSearchCV	forecasting::model_selection	mloning
ForecastingPipeline	forecasting::compose	mloning & aiwalter
ForecastingRandomizedSearchCV	forecasting::model_selection	mloning
FourierFeatures	transformations::series	ltsaprounis
FreshPRINCEClassifier	classification::feature_based	MatthewMiddlehurst
FreshPRINCERegressor	regression::feature_based	MatthewMiddlehurst & DavidGuijo-Rubio
FunctionTransformer	transformations::series	BoukePostma
GMMHMM	annotation::hmm_learn	miraep8
GaussianHMM	annotation::hmm_learn	miraep8
GeometricMeanAbsoluteError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
GeometricMeanRelativeAbsoluteError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
GeometricMeanRelativeSquaredError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
GeometricMeanSquaredError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
GreedyGaussianSegmentation	annotation	no author info
HIVECOTEV1	classification::hybrid	MatthewMiddlehurst
HIVECOTEV2	classification::hybrid	MatthewMiddlehurst
HMM	annotation	miraep8
HOG1DTransformer	transformations::panel	no author info
HampelFilter	transformations::series	aiwalter
Hidalgo	transformations::series	KatieBuc
HierarchyEnsembleForecaster	forecasting::compose	VyomkeshVyas
Id	transformations	fkiraly, mloning, miraep8, aiwalter & SveaMeyer13
Imputer	transformations::series	aiwalter
InceptionNetwork	networks	James-Large, Withington, TonyBagnall & hadifawaz1999
InceptionTimeClassifier	classification::deep_learning	James-Large, TonyBagnall, MatthewMiddlehurst & hadifawaz1999
InceptionTimeRegressor	regression::deep_learning	hadifawaz1999
IndexSubset	transformations::series	fkiraly
IndividualBOSS	classification::dictionary_based	patrickzib & MatthewMiddlehurst
IndividualInceptionClassifier	classification::deep_learning	James-Large, TonyBagnall, MatthewMiddlehurst & hadifawaz1999
IndividualInceptionRegressor	regression::deep_learning	hadifawaz1999
IndividualOrdinalTDE	classification::ordinal_classification	RafaelAyllon
IndividualTDE	classification::dictionary_based	MatthewMiddlehurst
InformationGainSegmentation	annotation	lmmentel
IntervalSegmenter	transformations::panel	no author info
InvertAugmenter	transformations::series	MrPr3ntice, MFehsenfeld & iljamaurer
InvertTransform	transformations	fkiraly, mloning, miraep8, aiwalter & SveaMeyer13
KNeighborsTimeSeriesClassifier	classification::distance_based	TonyBagnall & GuiArcencio
KNeighborsTimeSeriesRegressor	regression::distance_based	TonyBagnall & GuiArcencio
KalmanFilterTransformer	transformations::series	NoaBenAmi, lielleravid, hadifawaz1999 & lmmentel
Lag	transformations::series	fkiraly
LogTransformer	transformations::series	mloning, aiwalter & fkiraly
MLPClassifier	classification::deep_learning	James-Large & AurumnPegasus
MLPNetwork	networks	James-Large, Withington & AurumnPegasus
MUSE	classification::dictionary_based	patrickzib & BINAYKUMAR943
MatrixProfile	transformations::panel	Claudia Rincon Sanchez
MatrixProfileClassifier	classification::feature_based	MatthewMiddlehurst
MatrixProfileTransformer	transformations::series	mloning
MeanAbsoluteError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
MeanAbsolutePercentageError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
MeanAbsoluteScaledError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
MeanAsymmetricError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
MeanLinexError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
MeanRelativeAbsoluteError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
MeanSquaredError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
MeanSquaredPercentageError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
MeanSquaredScaledError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
MedianAbsoluteError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
MedianAbsolutePercentageError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
MedianAbsoluteScaledError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
MedianRelativeAbsoluteError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
MedianSquaredError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
MedianSquaredPercentageError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
MedianSquaredScaledError	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
MiniRocket	transformations::panel::rocket	angus924
MiniRocketMultivariate	transformations::panel::rocket	angus924
MiniRocketMultivariateVariable	transformations::panel::rocket	angus924 & michaelfeil
MovingBlockBootstrapTransformer	transformations::bootstrap	ltsaprounis
MultiRocket	transformations::panel::rocket	no author info
MultiRocketMultivariate	transformations::panel::rocket	no author info
MultioutputTabularRegressionForecaster	forecasting::compose	mloning, AyushmaanSeth, kAnand77, LuisZugasti, Lovkush-A & fkiraly
MultioutputTimeSeriesRegressionForecaster	forecasting::compose	mloning, AyushmaanSeth, kAnand77, LuisZugasti, Lovkush-A & fkiraly
MultiplexForecaster	forecasting::compose	kkoralturk, aiwalter, fkiraly & miraep8
MultiplexTransformer	transformations	fkiraly, mloning, miraep8, aiwalter & SveaMeyer13
NaiveForecaster	forecasting	mloning, piyush1729, sri1419, Flix6x, aiwalter, IlyasMoutawwakil, fkiraly & bethrice44
NaiveVariance	forecasting	mloning, piyush1729, sri1419, Flix6x, aiwalter, IlyasMoutawwakil, fkiraly & bethrice44
OnlineEnsembleForecaster	forecasting::online_learning	magittan, mloning
OptionalPassthrough	transformations	fkiraly, mloning, miraep8, aiwalter & SveaMeyer13
OrdinalTDE	classification::ordinal_classification	RafaelAyllon
PAA	transformations::panel::dictionary_based	MatthewMiddlehurst
PCATransformer	transformations::series	prockenschaub, fkiraly & aiwalter
PaddingTransformer	transformations::panel	abostrom & TonyBagnall
PandasTransformAdaptor	transformations::series	mloning & fkiraly
PartialAutoCorrelationTransformer	transformations::series	afzal442
Permute	forecasting::compose	mloning & aiwalter
PinballLoss	performance_metrics::forecasting::probabilistic	no author info
PlateauFinder	transformations::panel::summarize	mloning
PoissonHMM	annotation::hmm_learn	klam-data, pyyim & mgorlin
PolynomialTrendForecaster	forecasting	tensorflow-as-tf, mloning, aiwalter & fkiraly
ProbabilityThresholdEarlyClassifier	classification::early_classification	MatthewMiddlehurst
Prophet	forecasting	aiwalter
PyODAnnotator	annotation::adapters	mloning, satya-pattnaik & fkiraly
RandomDilatedShapeletTransform	transformations::panel	baraline
RandomIntervalClassifier	classification::interval_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 & TonyBagnall
Reconciler	transformations::hierarchical	ciaran-g, eenticott-shell & k1m190r
ReconcilerForecaster	forecasting	ciaran-g
RecursiveTabularRegressionForecaster	forecasting::compose	mloning, AyushmaanSeth, kAnand77, LuisZugasti, Lovkush-A & fkiraly
RecursiveTimeSeriesRegressionForecaster	forecasting::compose	mloning, AyushmaanSeth, kAnand77, LuisZugasti, Lovkush-A & fkiraly
ReducerTransform	transformations::series	fkiraly
RegressorPipeline	regression::compose	fkiraly
RelativeLoss	performance_metrics::forecasting	mloning, Tomasz Chodakowski, RNKuhns & fkiraly
ResNetClassifier	classification::deep_learning	James-Large, AurumnPegasus, nilesh05apr & hadifawaz1999
ResNetNetwork	networks	James Large, Withington, nilesh05apr & hadifawaz1999
ReverseAugmenter	transformations::series	MrPr3ntice, MFehsenfeld & iljamaurer
Rocket	transformations::panel::rocket	angus924
RocketClassifier	classification::convolution_based	MatthewMiddlehurst, victordremov & TonyBagnall
RocketRegressor	regression::convolution_based	fkiraly
SARIMAX	forecasting	TNTran92
SAX	transformations::panel::dictionary_based	MatthewMiddlehurst & hadifawaz1999
SFA	transformations::panel::dictionary_based	MatthewMiddlehurst & patrickzib
SFAFast	transformations::panel::dictionary_based	patrickzib
STLBootstrapTransformer	transformations::bootstrap	ltsaprounis
STLForecaster	forecasting	tensorflow-as-tf, mloning, aiwalter & fkiraly
STLTransformer	transformations::series::detrend	mloning, eyalshafran & aiwalter
STRAY	annotation	KatieBuc
ScaledLogitTransformer	transformations::series	ltsaprounis
ShapeDTW	classification::distance_based	vincent-nich12
ShapeletTransform	transformations::panel	MatthewMiddlehurst, jasonlines, dguijo & TonyBagnall
ShapeletTransformClassifier	classification::shapelet_based	TonyBagnall & MatthewMiddlehurst
SignatureClassifier	classification::feature_based	no author info
SignatureTransformer	transformations::panel::signature_based	no author info
SingleWindowSplitter	forecasting::model_selection	mloning, kkoralturk, khrapovs & chillerobscuro
SklearnClassifierPipeline	classification::compose	fkiraly
SklearnRegressorPipeline	regression::compose	fkiraly
SlidingWindowSegmenter	transformations::panel	no author info
SlidingWindowSplitter	forecasting::model_selection	mloning, kkoralturk, khrapovs & chillerobscuro
SlopeTransformer	transformations::panel	mloning
SqrtTransformer	transformations::series	Ryan Kuhns
SquaringResiduals	forecasting	kcc-lion
StackingForecaster	forecasting::compose	mloning, fkiraly & indinewton
StatsForecastAutoARIMA	forecasting	FedericoGarza
SummaryClassifier	classification::feature_based	MatthewMiddlehurst
SummaryTransformer	transformations::series	mloning, RNKuhns, danbartl & grzegorzrut
SupervisedIntervals	transformations::panel	MatthewMiddlehurst
SupervisedTimeSeriesForest	classification::interval_based	matthewmiddlehurst
TBATS	forecasting	Martin Walter
TEASER	classification::early_classification	MatthewMiddlehurst & patrickzib
TSFreshClassifier	classification::feature_based	MatthewMiddlehurst
TSFreshFeatureExtractor	transformations::panel	AyushmaanSeth, mloning, Alwin Wang & MatthewMiddlehurst
TSFreshRelevantFeatureExtractor	transformations::panel	AyushmaanSeth, mloning, Alwin Wang & MatthewMiddlehurst
TSInterpolator	transformations::panel	mloning & TonyBagnall
TabularToSeriesAdaptor	transformations::series	mloning & fkiraly
Tabularizer	transformations::panel	mloning, fkiraly & kcc-lion
TapNetClassifier	classification::deep_learning	Jack Russon, TonyBagnall & achieveordie
TapNetNetwork	networks	Jack Russon
TapNetRegressor	regression::deep_learning	Jack Russon
TemporalDictionaryEnsemble	classification::dictionary_based	MatthewMiddlehurst
ThetaForecaster	forecasting	big-o, mloning, kejsitake, fkiraly & GuzalBulatova
ThetaLinesTransformer	transformations::series	GuzalBulatova & mloning
ThetaModularForecaster	forecasting	big-o, mloning, kejsitake, fkiraly & GuzalBulatova
TimeBinAggregate	transformations::series	fkiraly
TimeBinner	transformations::panel	mloning, fkiraly & kcc-lion
TimeSeriesForestClassifier	classification::interval_based	kkoziara, luiszugasti & kanand77
TimeSeriesForestRegressor	regression::interval_based	Tony Bagnall, kkoziara, luiszugasti, kanand77 & mloning
TimeSeriesKMeans	clustering	chrisholder & TonyBagnall
TimeSeriesKMedoids	clustering	chrisholder & TonyBagnall
TimeSeriesKShapes	clustering	no author info
TimeSeriesKernelKMeans	clustering	no author info
TimeSince	transformations::series	KishManani
TransformedTargetForecaster	forecasting::compose	mloning & aiwalter
TransformerPipeline	transformations	fkiraly, mloning, miraep8, aiwalter & SveaMeyer13
TrendForecaster	forecasting	tensorflow-as-tf, mloning, aiwalter & fkiraly
TruncationTransformer	transformations::panel	abostrom & TonyBagnall
UnobservedComponents	forecasting	juanitorduz
UpdateEvery	forecasting::stream	fkiraly
UpdateRefitsEvery	forecasting::stream	fkiraly
VAR	forecasting	thayeylolu, aiwalter & lbventura
VARMAX	forecasting	KatieBuc
VECM	forecasting	thayeylolu & AurumnPegasus
WEASEL	classification::dictionary_based	patrickzib & Arik Ermshaus
WEASEL_V2	classification::dictionary_based	patrickzib
WeightedEnsembleClassifier	classification::compose	mloning, AyushmaanSeth & fkiraly
WhiteNoiseAugmenter	transformations::series	MrPr3ntice, MFehsenfeld & iljamaurer
WindowSummarizer	transformations::series	mloning, RNKuhns, danbartl & grzegorzrut
YtoX	transformations	fkiraly, mloning, miraep8, aiwalter & SveaMeyer13