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tods/docs/tods.timeseries_processing.rst

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  1. tods.timeseries\_processing package

  2. ===================================

  3. 

  4. Submodules

  5. ----------

  6. 

  7. tods.timeseries\_processing.HoltSmoothing module

  8. ------------------------------------------------

  9. 

  10. .. automodule:: tods.timeseries_processing.HoltSmoothing

  11.    :members:

  12.    :noindex:

  13.    :show-inheritance:

  14. 

  15. tods.timeseries\_processing.HoltWintersExponentialSmoothing module

  16. ------------------------------------------------------------------

  17. 

  18. .. automodule:: tods.timeseries_processing.HoltWintersExponentialSmoothing

  19.    :members:

  20.    :noindex:

  21.    :show-inheritance:

  22. 

  23. tods.timeseries\_processing.MovingAverageTransform module

  24. ---------------------------------------------------------

  25. 

  26. .. automodule:: tods.timeseries_processing.MovingAverageTransform

  27.    :members:

  28.    :noindex:

  29.    :show-inheritance:

  30. 

  31. tods.timeseries\_processing.SKAxiswiseScaler module

  32. ---------------------------------------------------

  33. 

  34. .. automodule:: tods.timeseries_processing.SKAxiswiseScaler

  35.    :members:

  36.    :noindex:

  37.    :show-inheritance:

  38. 

  39. tods.timeseries\_processing.SKPowerTransformer module

  40. -----------------------------------------------------

  41. 

  42. .. automodule:: tods.timeseries_processing.SKPowerTransformer

  43.    :members:

  44.    :noindex:

  45.    :show-inheritance:

  46. 

  47. tods.timeseries\_processing.SKQuantileTransformer module

  48. --------------------------------------------------------

  49. 

  50. .. automodule:: tods.timeseries_processing.SKQuantileTransformer

  51.    :members:

  52.    :noindex:

  53.    :show-inheritance:

  54. 

  55. tods.timeseries\_processing.SKStandardScaler module

  56. ---------------------------------------------------

  57. 

  58. .. automodule:: tods.timeseries_processing.SKStandardScaler

  59.    :members:

  60.    :noindex:

  61.    :show-inheritance:

  62. 

  63. tods.timeseries\_processing.SimpleExponentialSmoothing module

  64. -------------------------------------------------------------

  65. 

  66. .. automodule:: tods.timeseries_processing.SimpleExponentialSmoothing

  67.    :members:

  68.    :noindex:

  69.    :show-inheritance:

  70. 

  71. tods.timeseries\_processing.TimeSeriesSeasonalityTrendDecomposition module

  72. --------------------------------------------------------------------------

  73. 

  74. .. automodule:: tods.timeseries_processing.TimeSeriesSeasonalityTrendDecomposition

  75.    :members:

  76.    :noindex:

  77.    :show-inheritance:

  78. 

  79. Module contents

  80. ---------------

  81. 

  82. .. automodule:: tods.timeseries_processing

  83.    :members:

  84.    :noindex:

  85.    :show-inheritance:

全栈的自动化机器学习系统，主要针对多变量时间序列数据的异常检测。TODS提供了详尽的用于构建基于机器学习的异常检测系统的模块，它们包括：数据处理（data processing），时间序列处理（ time series processing），特征分析（feature analysis)，检测算法（detection algorithms），和强化模块（ reinforcement module）。这些模块所提供的功能包括常见的数据预处理、时间序列数据的平滑或变换，从时域或频域中抽取特征、多种多样的检测算