Estimator Overview

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

Estimator name	Module	Method family	Supports multivariate	Supports unequal length	Supports missing values
DWT_MLEAD	anomaly_detection	N/A	❌	❌	❌
KMeansAD	anomaly_detection	N/A	✅	❌	❌
MERLIN	anomaly_detection	N/A	❌	❌	❌
PyODAdapter	anomaly_detection	N/A	✅	❌	❌
STOMP	anomaly_detection	N/A	❌	❌	❌
STRAY	anomaly_detection	N/A	✅	❌	✅
DummyClassifier	classification	N/A	✅	✅	✅
ChannelEnsembleClassifier	classification	compose	✅	❌	❌
ClassifierPipeline	classification	compose	❌	❌	❌
WeightedEnsembleClassifier	classification	compose	❌	❌	❌
Arsenal	classification	convolution_based	✅	❌	❌
HydraClassifier	classification	convolution_based	✅	❌	❌
MultiRocketHydraClassifier	classification	convolution_based	✅	❌	❌
RocketClassifier	classification	convolution_based	✅	❌	❌
CNNClassifier	classification	deep_learning	✅	❌	❌
EncoderClassifier	classification	deep_learning	✅	❌	❌
FCNClassifier	classification	deep_learning	✅	❌	❌
InceptionTimeClassifier	classification	deep_learning	✅	❌	❌
IndividualInceptionClassifier	classification	deep_learning	✅	❌	❌
IndividualLITEClassifier	classification	deep_learning	✅	❌	❌
LITETimeClassifier	classification	deep_learning	✅	❌	❌
MLPClassifier	classification	deep_learning	✅	❌	❌
ResNetClassifier	classification	deep_learning	✅	❌	❌
TapNetClassifier	classification	deep_learning	✅	❌	❌
TimeCNNClassifier	classification	deep_learning	✅	❌	❌
BOSSEnsemble	classification	dictionary_based	❌	❌	❌
ContractableBOSS	classification	dictionary_based	❌	❌	❌
IndividualBOSS	classification	dictionary_based	❌	❌	❌
IndividualTDE	classification	dictionary_based	✅	❌	❌
MUSE	classification	dictionary_based	✅	❌	❌
MrSQMClassifier	classification	dictionary_based	❌	❌	❌
REDCOMETS	classification	dictionary_based	✅	❌	❌
TemporalDictionaryEnsemble	classification	dictionary_based	✅	❌	❌
WEASEL	classification	dictionary_based	❌	❌	❌
WEASEL_V2	classification	dictionary_based	❌	❌	❌
ElasticEnsemble	classification	distance_based	✅	✅	❌
KNeighborsTimeSeriesClassifier	classification	distance_based	✅	✅	❌
ProximityForest	classification	distance_based	❌	❌	❌
ProximityTree	classification	distance_based	❌	❌	❌
ProbabilityThresholdEarlyClassifier	classification	early_classification	✅	❌	❌
TEASER	classification	early_classification	✅	❌	❌
Catch22Classifier	classification	feature_based	✅	✅	❌
FreshPRINCEClassifier	classification	feature_based	✅	❌	❌
SignatureClassifier	classification	feature_based	✅	❌	❌
SummaryClassifier	classification	feature_based	✅	❌	❌
TSFreshClassifier	classification	feature_based	✅	❌	❌
HIVECOTEV1	classification	hybrid	❌	❌	❌
HIVECOTEV2	classification	hybrid	✅	❌	❌
RISTClassifier	classification	hybrid	✅	❌	❌
CanonicalIntervalForestClassifier	classification	interval_based	✅	❌	❌
DrCIFClassifier	classification	interval_based	✅	❌	❌
IntervalForestClassifier	classification	interval_based	✅	❌	❌
QUANTClassifier	classification	interval_based	✅	❌	❌
RSTSF	classification	interval_based	✅	❌	❌
RandomIntervalClassifier	classification	interval_based	✅	❌	❌
RandomIntervalSpectralEnsembleClassifier	classification	interval_based	✅	❌	❌
SupervisedIntervalClassifier	classification	interval_based	✅	❌	❌
SupervisedTimeSeriesForest	classification	interval_based	✅	❌	❌
TimeSeriesForestClassifier	classification	interval_based	✅	❌	❌
IndividualOrdinalTDE	classification	ordinal_classification	✅	❌	❌
OrdinalTDE	classification	ordinal_classification	✅	❌	❌
LearningShapeletClassifier	classification	shapelet_based	✅	❌	❌
RDSTClassifier	classification	shapelet_based	✅	✅	❌
RSASTClassifier	classification	shapelet_based	❌	❌	❌
SASTClassifier	classification	shapelet_based	❌	❌	❌
ShapeletTransformClassifier	classification	shapelet_based	✅	❌	❌
TimeSeriesCLARA	clustering	N/A	✅	❌	❌
TimeSeriesCLARANS	clustering	N/A	✅	❌	❌
TimeSeriesKMeans	clustering	N/A	✅	❌	❌
TimeSeriesKMedoids	clustering	N/A	✅	❌	❌
TimeSeriesKShape	clustering	N/A	✅	❌	❌
TimeSeriesKShapes	clustering	N/A	✅	❌	❌
TimeSeriesKernelKMeans	clustering	N/A	✅	❌	❌
DummyClusterer	clustering	N/A	❌	❌	❌
ClustererPipeline	clustering	compose	❌	❌	❌
AEFCNClusterer	clustering	deep_learning	✅	❌	❌
AEResNetClusterer	clustering	deep_learning	✅	❌	❌
Catch22Clusterer	clustering	feature_based	✅	✅	❌
SummaryClusterer	clustering	feature_based	✅	❌	❌
TSFreshClusterer	clustering	feature_based	✅	❌	❌
ARDL	forecasting	N/A	❌	❌	❌
ARIMA	forecasting	N/A	❌	❌	✅
AutoARIMA	forecasting	N/A	❌	❌	✅
BATS	forecasting	N/A	❌	❌	❌
ConformalIntervals	forecasting	N/A	❌	❌	❌
Croston	forecasting	N/A	❌	❌	❌
DynamicFactor	forecasting	N/A	❌	❌	✅
AutoETS	forecasting	N/A	❌	❌	✅
ExponentialSmoothing	forecasting	N/A	❌	❌	❌
Prophet	forecasting	N/A	❌	❌	❌
NaiveForecaster	forecasting	N/A	❌	❌	✅
NaiveVariance	forecasting	N/A	❌	❌	❌
ReconcilerForecaster	forecasting	N/A	❌	❌	❌
SARIMAX	forecasting	N/A	❌	❌	❌
SquaringResiduals	forecasting	N/A	❌	❌	❌
StatsForecastAutoARIMA	forecasting	N/A	❌	❌	❌
UnobservedComponents	forecasting	N/A	❌	❌	❌
TBATS	forecasting	N/A	❌	❌	❌
ThetaForecaster	forecasting	N/A	❌	❌	❌
ThetaModularForecaster	forecasting	N/A	❌	❌	❌
PolynomialTrendForecaster	forecasting	N/A	❌	❌	❌
STLForecaster	forecasting	N/A	❌	❌	❌
TrendForecaster	forecasting	N/A	❌	❌	❌
VAR	forecasting	N/A	❌	❌	❌
VARMAX	forecasting	N/A	❌	❌	❌
VECM	forecasting	N/A	❌	❌	❌
AutoEnsembleForecaster	forecasting	compose	❌	❌	❌
BaggingForecaster	forecasting	compose	❌	❌	❌
ColumnEnsembleForecaster	forecasting	compose	❌	❌	❌
DirRecTabularRegressionForecaster	forecasting	compose	❌	❌	✅
DirRecTimeSeriesRegressionForecaster	forecasting	compose	❌	❌	✅
DirectTabularRegressionForecaster	forecasting	compose	❌	❌	✅
DirectTimeSeriesRegressionForecaster	forecasting	compose	❌	❌	✅
EnsembleForecaster	forecasting	compose	❌	❌	❌
ForecastByLevel	forecasting	compose	❌	❌	✅
ForecastX	forecasting	compose	❌	❌	❌
ForecastingPipeline	forecasting	compose	❌	❌	✅
HierarchyEnsembleForecaster	forecasting	compose	❌	❌	❌
MultioutputTabularRegressionForecaster	forecasting	compose	❌	❌	✅
MultioutputTimeSeriesRegressionForecaster	forecasting	compose	❌	❌	✅
MultiplexForecaster	forecasting	compose	❌	❌	❌
Permute	forecasting	compose	❌	❌	✅
RecursiveTabularRegressionForecaster	forecasting	compose	❌	❌	✅
RecursiveTimeSeriesRegressionForecaster	forecasting	compose	❌	❌	✅
StackingForecaster	forecasting	compose	❌	❌	✅
TransformedTargetForecaster	forecasting	compose	❌	❌	✅
CutoffSplitter	forecasting	model_selection	❌	❌	❌
ExpandingWindowSplitter	forecasting	model_selection	❌	❌	❌
ForecastingGridSearchCV	forecasting	model_selection	❌	❌	❌
ForecastingRandomizedSearchCV	forecasting	model_selection	❌	❌	❌
SingleWindowSplitter	forecasting	model_selection	❌	❌	❌
SlidingWindowSplitter	forecasting	model_selection	❌	❌	❌
OnlineEnsembleForecaster	forecasting	online_learning	❌	❌	❌
DontUpdate	forecasting	stream	❌	❌	❌
UpdateEvery	forecasting	stream	❌	❌	❌
UpdateRefitsEvery	forecasting	stream	❌	❌	❌
DummyRegressor	regression	N/A	✅	✅	✅
RegressorPipeline	regression	compose	❌	❌	❌
HydraRegressor	regression	convolution_based	✅	❌	❌
MultiRocketHydraRegressor	regression	convolution_based	✅	❌	❌
RocketRegressor	regression	convolution_based	✅	❌	❌
CNNRegressor	regression	deep_learning	✅	❌	❌
EncoderRegressor	regression	deep_learning	✅	❌	❌
FCNRegressor	regression	deep_learning	✅	❌	❌
InceptionTimeRegressor	regression	deep_learning	✅	❌	❌
IndividualInceptionRegressor	regression	deep_learning	✅	❌	❌
IndividualLITERegressor	regression	deep_learning	✅	❌	❌
LITETimeRegressor	regression	deep_learning	✅	❌	❌
MLPRegressor	regression	deep_learning	✅	❌	❌
ResNetRegressor	regression	deep_learning	✅	❌	❌
TapNetRegressor	regression	deep_learning	✅	❌	❌
TimeCNNRegressor	regression	deep_learning	✅	❌	❌
KNeighborsTimeSeriesRegressor	regression	distance_based	✅	✅	❌
Catch22Regressor	regression	feature_based	✅	✅	❌
FreshPRINCERegressor	regression	feature_based	✅	❌	❌
SummaryRegressor	regression	feature_based	✅	❌	❌
TSFreshRegressor	regression	feature_based	✅	❌	❌
RISTRegressor	regression	hybrid	✅	❌	❌
CanonicalIntervalForestRegressor	regression	interval_based	✅	❌	❌
DrCIFRegressor	regression	interval_based	✅	❌	❌
IntervalForestRegressor	regression	interval_based	✅	❌	❌
QUANTRegressor	regression	interval_based	✅	❌	❌
RandomIntervalRegressor	regression	interval_based	✅	❌	❌
RandomIntervalSpectralEnsembleRegressor	regression	interval_based	✅	❌	❌
TimeSeriesForestRegressor	regression	interval_based	✅	❌	❌
RDSTRegressor	regression	shapelet_based	✅	✅	❌
BinSegSegmenter	segmentation	N/A	❌	❌	❌
ClaSPSegmenter	segmentation	N/A	❌	❌	❌
EAggloSegmenter	segmentation	N/A	✅	❌	❌
FLUSSSegmenter	segmentation	N/A	❌	❌	❌
GreedyGaussianSegmenter	segmentation	N/A	✅	❌	❌
HMMSegmenter	segmentation	N/A	❌	❌	❌
HidalgoSegmenter	segmentation	N/A	✅	❌	❌
InformationGainSegmenter	segmentation	N/A	✅	❌	❌
RandomSegmenter	segmentation	N/A	✅	❌	✅
QuerySearch	similarity_search	N/A	✅	✅	❌
SeriesSearch	similarity_search	N/A	✅	✅	❌
Deseasonalizer	transformations	_legacy	❌	✅	❌
Reconciler	transformations	_legacy	❌	✅	❌
CollectionToSeriesWrapper	transformations	collection	✅	✅	❌
AutocorrelationFunctionTransformer	transformations	collection	✅	❌	❌
ARCoefficientTransformer	transformations	collection	✅	❌	❌
DWTTransformer	transformations	collection	✅	❌	❌
HOG1DTransformer	transformations	collection	❌	❌	❌
TSInterpolator	transformations	collection	✅	✅	❌
MatrixProfile	transformations	collection	❌	❌	❌
PaddingTransformer	transformations	collection	✅	✅	❌
PeriodogramTransformer	transformations	collection	✅	❌	❌
Tabularizer	transformations	collection	✅	❌	❌
TimeSeriesScaler	transformations	collection	✅	✅	❌
IntervalSegmenter	transformations	collection	❌	❌	❌
RandomIntervalSegmenter	transformations	collection	❌	❌	❌
SlidingWindowSegmenter	transformations	collection	❌	❌	❌
SlopeTransformer	transformations	collection	✅	❌	❌
TruncationTransformer	transformations	collection	✅	✅	❌
ChannelScorer	transformations	collection/channel_selection	✅	❌	❌
ElbowClassPairwise	transformations	collection/channel_selection	✅	❌	❌
ElbowClassSum	transformations	collection/channel_selection	✅	❌	❌
RandomChannelSelector	transformations	collection/channel_selection	✅	❌	❌
CollectionId	transformations	collection/compose	✅	✅	✅
CollectionTransformerPipeline	transformations	collection/compose	❌	❌	❌
HydraTransformer	transformations	collection/convolution_based	✅	❌	❌
MiniRocket	transformations	collection/convolution_based	✅	❌	❌
MiniRocketMultivariateVariable	transformations	collection/convolution_based	✅	✅	❌
MultiRocket	transformations	collection/convolution_based	✅	❌	❌
Rocket	transformations	collection/convolution_based	✅	❌	❌
ROCKETGPU	transformations	collection/convolution_based/rocketGPU	✅	❌	❌
PAA	transformations	collection/dictionary_based	✅	❌	❌
SAX	transformations	collection/dictionary_based	✅	❌	❌
SFA	transformations	collection/dictionary_based	❌	❌	❌
SFAFast	transformations	collection/dictionary_based	❌	❌	❌
Catch22	transformations	collection/feature_based	✅	✅	❌
SevenNumberSummaryTransformer	transformations	collection/feature_based	✅	✅	❌
TSFreshFeatureExtractor	transformations	collection/feature_based	✅	❌	❌
TSFreshRelevantFeatureExtractor	transformations	collection/feature_based	✅	❌	❌
QUANTTransformer	transformations	collection/interval_based	✅	❌	❌
RandomIntervals	transformations	collection/interval_based	✅	❌	❌
SupervisedIntervals	transformations	collection/interval_based	✅	❌	❌
RSAST	transformations	collection/shapelet_based	❌	❌	❌
RandomDilatedShapeletTransform	transformations	collection/shapelet_based	✅	✅	❌
RandomShapeletTransform	transformations	collection/shapelet_based	✅	✅	❌
SAST	transformations	collection/shapelet_based	❌	❌	❌
SignatureTransformer	transformations	collection/signature_based	✅	❌	❌
AutoCorrelationSeriesTransformer	transformations	series	✅	✅	❌
BKFilter	transformations	series	✅	✅	❌
BoxCoxTransformer	transformations	series	❌	✅	❌
ClaSPTransformer	transformations	series	❌	✅	❌
ClearSkyTransformer	transformations	series	❌	✅	✅
DFTSeriesTransformer	transformations	series	✅	✅	❌
Dobin	transformations	series	✅	✅	❌
MatrixProfileSeriesTransformer	transformations	series	❌	✅	❌
PCASeriesTransformer	transformations	series	✅	✅	❌
PLASeriesTransformer	transformations	series	❌	✅	❌
ScaledLogitSeriesTransformer	transformations	series	✅	✅	❌
StatsModelsACF	transformations	series	❌	✅	❌
StatsModelsPACF	transformations	series	❌	✅	❌
ThetaTransformer	transformations	series	❌	✅	❌