Estimator Overview

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

• Supporting multivariate time series (Mult.)

• Supporting unequal length time series (Uneq.)

• Supporting missing values (Miss.)

Estimator name	Module	Method family	Mult.	Uneq.	Miss.
ClassificationAdapter	anomaly_detection	collection	❌	❌	❌
OutlierDetectionAdapter	anomaly_detection	collection	❌	❌	❌
ROCKAD	anomaly_detection	collection	✅	❌	❌
PyODAdapter	anomaly_detection	series	✅	❌	❌
CBLOF	anomaly_detection	series/distance_based	✅	❌	❌
KMeansAD	anomaly_detection	series/distance_based	✅	❌	❌
LOF	anomaly_detection	series/distance_based	✅	❌	❌
LeftSTAMPi	anomaly_detection	series/distance_based	❌	❌	❌
MADRID	anomaly_detection	series/distance_based	❌	❌	❌
MERLIN	anomaly_detection	series/distance_based	❌	❌	❌
ROCKAD	anomaly_detection	series/distance_based	✅	❌	❌
STOMP	anomaly_detection	series/distance_based	❌	❌	❌
COPOD	anomaly_detection	series/distribution_based	✅	❌	❌
DWT_MLEAD	anomaly_detection	series/distribution_based	❌	❌	❌
ExtendedIsolationForest	anomaly_detection	series/outlier_detection	✅	❌	❌
IsolationForest	anomaly_detection	series/outlier_detection	✅	❌	❌
OneClassSVM	anomaly_detection	series/outlier_detection	✅	❌	❌
STRAY	anomaly_detection	series/outlier_detection	✅	❌	✅
DummyClassifier	classification	N/A	✅	✅	✅
ClassifierChannelEnsemble	classification	compose	✅	❌	❌
ClassifierEnsemble	classification	compose	❌	❌	❌
ClassifierPipeline	classification	compose	❌	❌	❌
Arsenal	classification	convolution_based	✅	❌	❌
HydraClassifier	classification	convolution_based	✅	❌	❌
MiniRocketClassifier	classification	convolution_based	✅	❌	❌
MultiRocketClassifier	classification	convolution_based	✅	❌	❌
MultiRocketHydraClassifier	classification	convolution_based	✅	❌	❌
RocketClassifier	classification	convolution_based	✅	❌	❌
DisjointCNNClassifier	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	✅	❌	❌
TimeCNNClassifier	classification	deep_learning	✅	❌	❌
BOSSEnsemble	classification	dictionary_based	❌	❌	❌
ContractableBOSS	classification	dictionary_based	❌	❌	❌
IndividualBOSS	classification	dictionary_based	❌	❌	❌
IndividualTDE	classification	dictionary_based	✅	❌	❌
MUSE	classification	dictionary_based	✅	❌	❌
MrSEQLClassifier	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	✅	❌	❌
TDMVDCClassifier	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	✅	❌	❌
RDSTClassifier	classification	shapelet_based	✅	✅	❌
RSASTClassifier	classification	shapelet_based	❌	❌	❌
SASTClassifier	classification	shapelet_based	❌	❌	❌
ShapeletTransformClassifier	classification	shapelet_based	✅	✅	❌
PrevalidatedRidgeClassifier	classification	sklearn	❌	❌	❌
SklearnClassifierWrapper	classification	sklearn	❌	❌	❌
DummyClusterer	clustering	N/A	✅	✅	✅
ElasticSOM	clustering	N/A	✅	❌	❌
KASBA	clustering	N/A	✅	❌	❌
KShape	clustering	N/A	✅	❌	❌
KSpectralCentroid	clustering	N/A	✅	❌	❌
TimeSeriesAgglomerative	clustering	N/A	✅	❌	❌
TimeSeriesCLARA	clustering	N/A	✅	❌	❌
TimeSeriesCLARANS	clustering	N/A	✅	❌	❌
TimeSeriesKMeans	clustering	N/A	✅	❌	❌
TimeSeriesKMedoids	clustering	N/A	✅	❌	❌
TimeSeriesKernelKMeans	clustering	N/A	✅	❌	❌
ClustererPipeline	clustering	compose	❌	❌	❌
AEAttentionBiGRUClusterer	clustering	deep_learning	✅	❌	❌
AEBiGRUClusterer	clustering	deep_learning	✅	❌	❌
AEDCNNClusterer	clustering	deep_learning	✅	❌	❌
AEDRNNClusterer	clustering	deep_learning	✅	❌	❌
AEFCNClusterer	clustering	deep_learning	✅	❌	❌
AEResNetClusterer	clustering	deep_learning	✅	❌	❌
Catch22Clusterer	clustering	feature_based	✅	✅	❌
SummaryClusterer	clustering	feature_based	✅	❌	❌
TSFreshClusterer	clustering	feature_based	✅	✅	❌
NaiveForecaster	forecasting	N/A	❌	❌	❌
RegressionForecaster	forecasting	N/A	❌	❌	❌
DeepARForecaster	forecasting	deep_learning	❌	❌	❌
NBeatsForecaster	forecasting	deep_learning	❌	❌	❌
TCNForecaster	forecasting	deep_learning	❌	❌	❌
EnsembleForecaster	forecasting	ensembles	❌	❌	❌
SETAR	forecasting	machine_learning	❌	❌	❌
SETARForest	forecasting	machine_learning	❌	❌	❌
SETARTree	forecasting	machine_learning	❌	❌	❌
ARIMA	forecasting	stats	❌	❌	❌
AutoARIMA	forecasting	stats	❌	❌	❌
AutoCES	forecasting	stats	❌	❌	❌
AutoETS	forecasting	stats	❌	❌	❌
AutoTAR	forecasting	stats	❌	❌	❌
CES	forecasting	stats	❌	❌	❌
DOTM	forecasting	stats	❌	❌	❌
ETS	forecasting	stats	❌	❌	❌
SCUM	forecasting	stats	❌	❌	❌
TAR	forecasting	stats	❌	❌	❌
TVP	forecasting	stats	❌	❌	❌
Theta	forecasting	stats	❌	❌	❌
DummyRegressor	regression	N/A	✅	✅	✅
RegressorEnsemble	regression	compose	❌	❌	❌
RegressorPipeline	regression	compose	❌	❌	❌
HydraRegressor	regression	convolution_based	✅	❌	❌
MiniRocketRegressor	regression	convolution_based	✅	❌	❌
MultiRocketHydraRegressor	regression	convolution_based	✅	❌	❌
MultiRocketRegressor	regression	convolution_based	✅	❌	❌
RocketRegressor	regression	convolution_based	✅	❌	❌
DisjointCNNRegressor	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	✅	❌	❌
RecurrentRegressor	regression	deep_learning	✅	❌	❌
ResNetRegressor	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	✅	✅	❌
SklearnRegressorWrapper	regression	sklearn	❌	❌	❌
BinSegmenter	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	✅	❌	✅
MASS	similarity_search	subsequence	✅	❌	❌
NaiveSubsequenceSearch	similarity_search	subsequence	✅	❌	❌
NaiveSeriesSearch	similarity_search	whole_series	✅	❌	❌
SimHashIndexANN	similarity_search	whole_series	✅	❌	❌
ARCoefficientTransformer	transformations	collection	✅	❌	❌
AutocorrelationFunctionTransformer	transformations	collection	✅	❌	❌
Centerer	transformations	collection	✅	✅	❌
DWTTransformer	transformations	collection	✅	❌	❌
DownsampleTransformer	transformations	collection	✅	✅	❌
HOG1DTransformer	transformations	collection	❌	❌	❌
MinMaxScaler	transformations	collection	✅	✅	❌
Normalizer	transformations	collection	✅	✅	❌
PeriodogramTransformer	transformations	collection	✅	✅	❌
SeriesToCollectionBroadcaster	transformations	collection	❌	✅	❌
SimpleImputer	transformations	collection	✅	✅	✅
SlopeTransformer	transformations	collection	✅	❌	❌
Tabularizer	transformations	collection	✅	❌	❌
ChannelScorer	transformations	collection/channel_selection	✅	❌	❌
ElbowClassPairwise	transformations	collection/channel_selection	✅	❌	❌
ElbowClassSum	transformations	collection/channel_selection	✅	❌	❌
RandomChannelSelector	transformations	collection/channel_selection	✅	❌	❌
TSelect	transformations	collection/channel_selection	✅	❌	❌
CollectionId	transformations	collection/compose	✅	✅	✅
CollectionTransformerPipeline	transformations	collection/compose	❌	❌	❌
HydraTransformer	transformations	collection/convolution_based	✅	❌	❌
MiniRocket	transformations	collection/convolution_based	✅	❌	❌
MultiRocket	transformations	collection/convolution_based	✅	❌	❌
Rocket	transformations	collection/convolution_based	✅	❌	❌
ROCKETGPU	transformations	collection/convolution_based/rocketGPU	✅	❌	❌
BORF	transformations	collection/dictionary_based	✅	❌	✅
PAA	transformations	collection/dictionary_based	✅	❌	❌
SAX	transformations	collection/dictionary_based	✅	❌	❌
SFA	transformations	collection/dictionary_based	❌	❌	❌
SFAFast	transformations	collection/dictionary_based	❌	❌	❌
SFAWhole	transformations	collection/dictionary_based	❌	❌	❌
Catch22	transformations	collection/feature_based	✅	✅	❌
SevenNumberSummary	transformations	collection/feature_based	✅	✅	❌
TSFresh	transformations	collection/feature_based	✅	✅	❌
TSFreshRelevant	transformations	collection/feature_based	✅	✅	❌
ADASYN	transformations	collection/imbalance	❌	❌	❌
ESMOTE	transformations	collection/imbalance	❌	❌	❌
OHIT	transformations	collection/imbalance	❌	❌	❌
RandomOverSampler	transformations	collection/imbalance	✅	❌	❌
SMOTE	transformations	collection/imbalance	❌	❌	❌
QUANTTransformer	transformations	collection/interval_based	✅	❌	❌
RandomIntervals	transformations	collection/interval_based	✅	❌	❌
SupervisedIntervals	transformations	collection/interval_based	✅	❌	❌
TRILITE	transformations	collection/self_supervised	✅	❌	❌
TimeMCL	transformations	collection/self_supervised	✅	❌	❌
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	✅	❌	❌
Padder	transformations	collection/unequal_length	✅	✅	❌
Resizer	transformations	collection/unequal_length	✅	✅	❌
Truncator	transformations	collection/unequal_length	✅	✅	❌
AutoCorrelationSeriesTransformer	transformations	series	✅	❌	❌
BKFilter	transformations	series	✅	❌	❌
BoxCoxTransformer	transformations	series	❌	❌	❌
ClaSPTransformer	transformations	series	❌	❌	❌
CollectionToSeriesWrapper	transformations	series	❌	❌	❌
DifferenceTransformer	transformations	series	✅	❌	❌
Dobin	transformations	series	✅	❌	❌
LogTransformer	transformations	series	✅	❌	❌
MSTLSeriesTransformer	transformations	series	❌	❌	✅
MatrixProfileTransformer	transformations	series	❌	❌	❌
PCASeriesTransformer	transformations	series	✅	❌	❌
PLASeriesTransformer	transformations	series	❌	❌	❌
STLSeriesTransformer	transformations	series	❌	❌	❌
ScaledLogitSeriesTransformer	transformations	series	✅	❌	❌
StatsModelsACF	transformations	series	❌	❌	❌
StatsModelsPACF	transformations	series	❌	❌	❌
WarpingSeriesTransformer	transformations	series	✅	❌	❌
YeoJohnsonTransformer	transformations	series	❌	❌	❌
SeriesId	transformations	series/compose	✅	❌	✅
SeriesTransformerPipeline	transformations	series/compose	❌	❌	❌
DiscreteFourierApproximation	transformations	series/smoothing	✅	❌	❌
ExponentialSmoothing	transformations	series/smoothing	✅	❌	❌
GaussianFilter	transformations	series/smoothing	✅	❌	❌
LOWESS	transformations	series/smoothing	✅	❌	❌
MovingAverage	transformations	series/smoothing	✅	❌	❌
RecursiveMedianSieve	transformations	series/smoothing	✅	❌	❌
SavitzkyGolayFilter	transformations	series/smoothing	✅	❌	❌