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