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  • 开始
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  • 安装
  • 估计器概述
  • API 参考
    • 参与进来
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  • 开始
  • 文档
  • 安装
  • 估计器概述
  • API 参考
  • 参与进来
  • 开发
  • 关于
  • Notebook 示例
  • GitHub
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Section Navigation

  • 基础
    • BaseObject
    • BaseEstimator
  • 预测
    • BaseForecaster
    • 预测范围
    • make_pipeline
    • TransformedTargetForecaster
    • ForecastingPipeline
    • ColumnEnsembleForecaster
    • 多路预测器
    • ForecastX
    • ForecastByLevel
    • GroupbyCategoryForecaster
    • 置换
    • HierarchyEnsembleForecaster
    • TransformSelectForecaster
    • FhPlexForecaster
    • 忽略X
    • FallbackForecaster
    • YfromX
    • make_reduction
    • DirectTabularRegressionForecaster
    • DirectTimeSeriesRegressionForecaster
    • MultioutputTabularRegressionForecaster
    • 多输出时间序列回归预测器
    • 递归表格回归预测器
    • 递归时间序列回归预测器
    • DirRecTabularRegressionForecaster
    • DirRecTimeSeriesRegressionForecaster
    • DirectReductionForecaster
    • SkforecastAutoreg
    • Darts回归模型
    • Darts线性回归模型
    • DartsXGBModel
    • NaiveForecaster
    • 预测已知值
    • SquaringResiduals
    • NaiveVariance
    • ConformalIntervals
    • BaggingForecaster
    • EnbPIForecaster
    • 趋势预测器
    • 多项式趋势预测器
    • STLForecaster
    • CurveFitForecaster
    • Prophet分段线性趋势预测器
    • StatsForecastMSTL
    • 指数平滑
    • AutoETS
    • StatsForecastAutoETS
    • StatsForecastAutoCES
    • ThetaForecaster
    • StatsForecastAutoTheta
    • AutoREG
    • ARIMA
    • StatsModelsARIMA
    • SARIMAX
    • VAR
    • VARReduce
    • VARMAX
    • AutoARIMA
    • StatsForecastAutoARIMA
    • StatsForecastARCH
    • StatsForecastGARCH
    • ARCH
    • ARDL
    • BATS
    • TBATS
    • StatsForecastAutoTBATS
    • 先知
    • Prophetverse
    • HierarchicalProphet
    • UnobservedComponents
    • DynamicFactor
    • LTSFLinearForecaster
    • LTSFDLinearForecaster
    • LTSFNLinearForecaster
    • LTSFTransformerForecaster
    • HFTransformersForecaster
    • TimesFMForecaster
    • TinyTimeMixerForecaster
    • CINNForecaster
    • 神经预测RNN
    • 神经预测LSTM
    • PytorchForecastingTFT
    • PytorchForecastingDeepAR
    • PytorchForecastingNHiTS
    • PytorchForecastingNBeats
    • PyKANForecaster
    • 克罗斯顿
    • EnsembleForecaster
    • AutoEnsembleForecaster
    • StackingForecaster
    • ReconcilerForecaster
    • 在线集成预测器
    • NormalHedgeEnsemble
    • NNLSEnsemble
    • 更新每次
    • 更新参考每次
    • 不要更新
    • HCrystalBallAdapter
    • ForecastingGridSearchCV
    • 预测随机搜索交叉验证
    • ForecastingSkoptSearchCV
    • ForecastingOptunaSearchCV
    • 评估
  • 时间序列变换
    • TransformerPipeline
    • FeatureUnion
    • ColumnEnsembleTransformer
    • FitInTransform
    • InvertTransform
    • YtoX
    • IxToX
    • ColumnwiseTransformer
    • TransformByLevel
    • FunctionTransformer
    • MultiplexTransformer
    • 可选传递
    • TransformIf
    • Id
    • 记录器
    • Tabularizer
    • TimeBinner
    • TabularToSeriesAdaptor
    • PandasTransformAdaptor
    • SummaryTransformer
    • WindowSummarizer
    • SplitterSummarizer
    • DerivativeSlopeTransformer
    • PlateauFinder
    • RandomIntervalFeatureExtractor
    • FittedParamExtractor
    • ADICVTransformer
    • ShapeletTransform
    • RandomShapeletTransform
    • ShapeletTransformPyts
    • 火箭
    • MiniRocket
    • MiniRocketMultivariate
    • MiniRocketMultivariateVariable
    • DWTTransformer
    • MatrixProfile
    • SFA
    • HurstExponentTransformer
    • SignatureTransformer
    • TSFreshRelevantFeatureExtractor
    • TSFreshFeatureExtractor
    • Catch22
    • Catch22Wrapper
    • 滞后
    • ReducerTransform
    • BoxCoxTransformer
    • LogTransformer
    • ScaledLogitTransformer
    • 余弦变换器
    • ExponentTransformer
    • SqrtTransformer
    • ScaledAsinhTransformer
    • Detrender
    • 去季节化器
    • ConditionalDeseasonalizer
    • STLTransformer
    • MSTL
    • VmdTransformer
    • 晴空
    • 过滤器
    • BKFilter
    • CFFilter
    • HPFilter
    • KalmanFilterTransformerPK
    • KalmanFilterTransformerFP
    • ThetaLinesTransformer
    • 布林格
    • 差异比较器
    • SlopeTransformer
    • 运动学特征
    • TimeBinAggregate
    • TSInterpolator
    • IntervalSegmenter
    • RandomIntervalSegmenter
    • DilationMappingTransformer
    • PAA
    • SAX
    • PAAlegacy
    • SAXlegacy
    • Imputer
    • DropNA
    • DateTimeFeatures
    • 假日特色
    • CountryHolidaysTransformer
    • FinancialHolidaysTransformer
    • TimeSince
    • FourierFeatures
    • 傅里叶变换
    • PeakTimeFeature
    • AutoCorrelationTransformer
    • PartialAutoCorrelationTransformer
    • MatrixProfileTransformer
    • HOG1DTransformer
    • SubsequenceExtractionTransformer
    • ColumnConcatenator
    • InvertAugmenter
    • 随机样本增强器
    • ReverseAugmenter
    • WhiteNoiseAugmenter
    • 特征选择
    • ElbowClassSum
    • ElbowClassPairwise
    • ColumnSelect
    • IndexSubset
    • TemporianTransformer
    • PaddingTransformer
    • TruncationTransformer
    • PCATransformer
    • MovingBlockBootstrapTransformer
    • SplitterBootstrapTransformer
    • STLBootstrapTransformer
    • 合并
    • HampelFilter
    • ClaSPTransformer
    • 聚合器
    • 调解器
  • 时间序列分类
    • 分类器管道
    • ColumnEnsembleClassifier
    • Sklearn分类器管道
    • MultiplexClassifier
    • TSCGridSearchCV
    • BaggingClassifier
    • ComposableTimeSeriesForestClassifier
    • WeightedEnsembleClassifier
    • CNN分类器
    • CNTCClassifier
    • FCNClassifier
    • LSTMFCNClassifier
    • InceptionTimeClassifier
    • MACNN分类器
    • MLPClassifier
    • MCDCNN分类器
    • MVTSTransformerClassifier
    • ResNet分类器
    • SimpleRNNClassifier
    • TapNetClassifier
    • BOSSVSClassifierPyts
    • BOSSEnsemble
    • ContractableBOSS
    • IndividualBOSS
    • IndividualTDE
    • MUSE
    • TemporalDictionaryEnsemble
    • WEASEL
    • ElasticEnsemble
    • KNeighborsTimeSeriesClassifier
    • KNeighborsTimeSeriesClassifierPyts
    • KNeighborsTimeSeriesClassifierTslearn
    • ProximityForest
    • ProximityStump
    • ProximityTree
    • ShapeDTW
    • DummyClassifier
    • ProbabilityThresholdEarlyClassifier
    • 预告片
    • Catch22分类器
    • FreshPRINCE
    • MatrixProfile分类器
    • RandomIntervalClassifier
    • SignatureClassifier
    • SummaryClassifier
    • TSFreshClassifier
    • HIVECOTEV1
    • HIVECOTEV2
    • CanonicalIntervalForest
    • DrCIF
    • RandomIntervalSpectralEnsemble
    • SupervisedTimeSeriesForest
    • TimeSeriesForestClassifier
    • 时间序列支持向量分类器
    • 时间序列SVCTslearn
    • 阿森纳
    • RocketClassifier
    • ShapeletTransformClassifier
    • ShapeletLearningClassifierPyts
    • ShapeletLearningClassifierTslearn
    • MrSEQL
    • MrSQM
    • ContinuousIntervalTree
    • RotationForest
    • BaseClassifier
    • BaseDeepClassifier
    • BaseEarlyClassifier
  • 时间序列回归
    • 回归器管道
    • Sklearn回归器管道
    • 多路复用回归器
    • TSRGridSearchCV
    • ComposableTimeSeriesForestRegressor
    • CNNRegressor
    • CNTCRegressor
    • FCNRegressor
    • InceptionTimeRegressor
    • LSTMFCN回归器
    • MACNN回归器
    • MCDCNNRegressor
    • MLPRegressor
    • SimpleRNNRegressor
    • ResNetRegressor
    • TapNetRegressor
    • KNeighborsTimeSeriesRegressor
    • DummyRegressor
    • TimeSeriesForestRegressor
    • 时间序列支持向量回归树学习
    • RocketRegressor
    • BaseRegressor
    • BaseDeepRegressor
  • 时间序列聚类
    • 时间序列K均值
    • TimeSeriesKMeansTslearn
    • TimeSeriesKMedoids
    • 时间序列K形状
    • 时间序列核K均值
    • BaseClusterer
    • BaseTimeSeriesLloyds
  • 时间序列距离/核
    • PwTrafoPanelPipeline
    • CombinedDistance
    • 独立分布
    • AggrDist
    • FlatDist
    • DistFromAligner
    • KernelFromDist
    • DistFromKernel
    • AggrDist
    • FlatDist
    • DtwDist
    • DtwPythonDist
    • DtwDistTslearn
    • SoftDtwDistTslearn
    • DtwDtaidistUniv
    • DtwDtaidistMultiv
    • CtwDistTslearn
    • LuckyDtwDist
    • DistFromAligner
    • 编辑距离
    • LcssTslearn
    • AggrDist
    • FlatDist
    • GAKernel
    • SignatureKernel
    • BasePairwiseTransformerPanel
    • ScipyDist
    • BasePairwiseTransformer
    • ddtw_distance
    • dtw_distance
    • edr_distance
    • erp_distance
    • 欧几里得距离
    • lcss_distance
    • msm_distance
    • pairwise_distance
    • squared_distance
    • twe_distance
    • wddtw_distance
    • wdtw_distance
  • 参数估计
    • ParamFitterPipeline
    • FunctionParamFitter
    • PluginParamsForecaster
    • PluginParamsTransformer
    • FixedParams
    • 季节性ACF
    • SeasonalityACFqstat
    • 季节性周期图
    • StationarityADF
    • StationarityKPSS
    • StationarityADFArch
    • StationarityDFGLS
    • 平稳性菲利普斯-佩龙
    • StationarityKPSSArch
    • StationarityZivotAndrews
    • 平稳性方差比
  • 性能指标
    • 平均绝对标度误差
    • 中位数绝对缩放误差
    • 均方缩放误差
    • 中位数平方缩放误差
    • 平均绝对误差
    • 均方误差
    • 中位绝对误差
    • 中位数平方误差
    • 几何平均绝对误差
    • 几何平均平方误差
    • 平均绝对百分比误差
    • 中位数绝对百分比误差
    • 均方百分比误差
    • 中位数平方百分比误差
    • MeanRelativeAbsoluteError
    • 中位数相对绝对误差
    • 几何平均相对绝对误差
    • 几何平均相对平方误差
    • MeanAsymmetricError
    • MeanLinexError
    • 相对损失
    • make_forecasting_scorer
    • mean_absolute_scaled_error
    • 中位绝对标度误差
    • mean_squared_scaled_error
    • median_squared_scaled_error
    • mean_absolute_error
    • 均方误差
    • 中位绝对误差
    • 中位数平方误差
    • 几何平均绝对误差
    • 几何平均平方误差
    • mean_absolute_percentage_error
    • median_absolute_percentage_error
    • mean_squared_percentage_error
    • 中位数平方百分比误差
    • mean_relative_absolute_error
    • 中位数相对绝对误差
    • 几何平均相对绝对误差
    • 几何平均相对平方误差
    • mean_asymmetric_error
    • mean_linex_error
    • 相对损失
    • PinballLoss
    • 经验覆盖率
    • 约束违规
    • AUCalibration
    • CRPS
    • LogLoss
    • 平方分布损失
    • count_error
    • hausdorff_error
    • prediction_ratio
  • 分割器
    • temporal_train_test_split
    • CutoffSplitter
    • SingleWindowSplitter
    • SlidingWindowSplitter
    • ExpandingWindowSplitter
    • ExpandingCutoffSplitter
    • 扩展贪婪分割器
    • TemporalTrainTestSplitter
    • 重复
    • SameLocSplitter
    • TestPlusTrainSplitter
    • InstanceSplitter
  • 时间序列对齐
    • AlignerNaive
    • AlignerDTW
    • AlignerDTWfromDist
    • AlignerDtwDtai
    • AlignerDtwNumba
    • AlignerLuckyDtw
    • AlignerEditNumba
  • 时间序列注释
    • ClaSPSegmentation
    • EAgglo
    • 高斯HMM
    • GMMHMM
    • GreedyGaussianSegmentation
    • HMM
    • InformationGainSegmentation
    • PoissonHMM
    • 迷路的
    • ClusterSegmenter
    • 子LOF
    • PyODAnnotator
  • 数据集
    • load_forecastingdata
    • load_fpp3
    • load_m5
    • load_UCR_UEA_dataset
    • load_airline
    • load_longley
    • 加载_lynx
    • load_macroeconomic
    • load_shampoo_sales
    • load_solar
    • load_uschange
    • load_acsf1
    • load_arrow_head
    • load_basic_motions
    • load_gunpoint
    • load_italy_power_demand
    • load_japanese_vowels
    • load_macroeconomic
    • load_osuleaf
    • load_tecator
    • load_hierarchical_sales_toydata
    • load_from_arff_to_dataframe
    • load_from_tsfile
    • load_from_tsfile_to_dataframe
    • load_from_ucr_tsv_to_dataframe
    • load_from_long_to_dataframe
    • load_tsf_to_dataframe
    • write_panel_to_tsfile
    • write_dataframe_to_tsfile
    • write_ndarray_to_tsfile
    • write_tabular_transformation_to_arff
    • write_results_to_uea_format
  • 文件格式规范
    • ts 文件格式 v1.0
  • 部署与MLOps
    • get_default_pip_requirements
    • get_default_conda_env
    • 保存模型
    • log_model
    • 加载模型
  • 实用函数
    • 转换为
    • 转换
    • check_raise
    • check_is_mtype
    • check_is_scitype
    • mtype
    • 科学类型
    • mtype_to_scitype
    • scitype_to_mtype
    • make_pipeline
    • sklearn_to_sktime
    • all_estimators
    • 所有标签
    • check_tag_is_valid
    • 技艺
    • 依赖项
    • 导入
    • plot_series
    • plot_lags
    • plot_correlations
    • check_estimator
  • 异常
    • NotEvaluatedError
    • NotFittedError
    • FitFailedWarning
  • 对象和估计器标签
    • 所有标签
    • all_estimators
    • 对象类型
    • 维护者
    • 作者
    • python_version
    • python_dependencies
    • env_marker
    • requires_cython
    • capability__外生
    • capability__insample
    • capability__pred_int
    • capability__pred_int__insample
    • capability__missing_values
    • capability__categorical_in_X
    • requires_fh_in_fit
    • fit_is_empty
    • capability__multivariate
    • capability__多输出
    • capability__missing_values
    • capability__unequal_length
    • capability__predict_proba
    • capability__feature_importance
    • capability__contractable
    • capability__train_estimate
    • scitype__transform_input
    • scitype__transform_output
    • scitype__transform_labels
    • requires_x
    • requires_y
    • capability__missing_values
    • capability__unequal_length
    • capability__inverse_transform
    • capability__inverse_transform__exact
    • capability__inverse_transform__range
    • fit_is_empty
    • transform_returns_same_time_index
    • x_inner_mtype
    • y_inner_mtype
  • 管道
    • make_pipeline
    • 管道
  • 基准测试
    • BaseBenchmark
    • ForecastingBenchmark
    • BaseMetric
    • BaseResults
    • BaseDataset
    • HDDBaseResults
    • HDDBaseDataset
    • UEADataset
    • RAMDataset
    • 评估器
    • 运行聚类实验
    • load_and_run_clustering_experiment
    • run_classification_experiment
    • load_and_run_classification_experiment
    • 编排器
    • RAMResults
    • HDDResults
    • BaseStrategy
    • BaseSupervisedLearningStrategy
    • TSCStrategy
    • TSR策略
    • BaseTask
    • TSCTask
    • TSR任务
    • PairwiseMetric
    • AggregateMetric
  • API 参考
  • 异常

异常#

The sktime.exceptions 模块包含异常和警告的类。

自定义异常和警告。

NotEvaluatedError

NotEvaluatedError.

NotFittedError

如果在拟合之前使用了估计器,则引发异常类。

FitFailedWarning

如果在拟合估计器时发生错误,则使用的警告类。

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