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tods/docs/tods.detection_algorithm.rst

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  1. tods.detection\_algorithm package

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

  3. 

  4. Submodules

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

  6. 

  7. tods.detection\_algorithm.AutoRegODetect module

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

  9. 

  10. .. automodule:: tods.detection_algorithm.AutoRegODetect

  11.    :members:

  12.    :noindex:

  13.    :show-inheritance:

  14. 

  15. tods.detection\_algorithm.DeepLog module

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

  17. 

  18. .. automodule:: tods.detection_algorithm.DeepLog

  19.    :members:

  20.    :noindex:

  21.    :show-inheritance:

  22. 

  23. tods.detection\_algorithm.KDiscordODetect module

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

  25. 

  26. .. automodule:: tods.detection_algorithm.KDiscordODetect

  27.    :members:

  28.    :noindex:

  29.    :show-inheritance:

  30. 

  31. tods.detection\_algorithm.LSTMODetect module

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

  33. 

  34. .. automodule:: tods.detection_algorithm.LSTMODetect

  35.    :members:

  36.    :noindex:

  37.    :show-inheritance:

  38. 

  39. tods.detection\_algorithm.MatrixProfile module

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

  41. 

  42. .. automodule:: tods.detection_algorithm.MatrixProfile

  43.    :members:

  44.    :noindex:

  45.    :show-inheritance:

  46. 

  47. tods.detection\_algorithm.PCAODetect module

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

  49. 

  50. .. automodule:: tods.detection_algorithm.PCAODetect

  51.    :members:

  52.    :noindex:

  53.    :show-inheritance:

  54. 

  55. tods.detection\_algorithm.PyodABOD module

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

  57. 

  58. .. automodule:: tods.detection_algorithm.PyodABOD

  59.    :members:

  60.    :noindex:

  61.    :show-inheritance:

  62. 

  63. tods.detection\_algorithm.PyodAE module

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

  65. 

  66. .. automodule:: tods.detection_algorithm.PyodAE

  67.    :members:

  68.    :noindex:

  69.    :show-inheritance:

  70. 

  71. tods.detection\_algorithm.PyodCBLOF module

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

  73. 

  74. .. automodule:: tods.detection_algorithm.PyodCBLOF

  75.    :members:

  76.    :noindex:

  77.    :show-inheritance:

  78. 

  79. tods.detection\_algorithm.PyodCOF module

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

  81. 

  82. .. automodule:: tods.detection_algorithm.PyodCOF

  83.    :members:

  84.    :noindex:

  85.    :show-inheritance:

  86. 

  87. tods.detection\_algorithm.PyodHBOS module

  88. -----------------------------------------

  89. 

  90. .. automodule:: tods.detection_algorithm.PyodHBOS

  91.    :members:

  92.    :noindex:

  93.    :show-inheritance:

  94. 

  95. tods.detection\_algorithm.PyodIsolationForest module

  96. ----------------------------------------------------

  97. 

  98. .. automodule:: tods.detection_algorithm.PyodIsolationForest

  99.    :members:

  100.    :noindex:

  101.    :show-inheritance:

  102. 

  103. tods.detection\_algorithm.PyodKNN module

  104. ----------------------------------------

  105. 

  106. .. automodule:: tods.detection_algorithm.PyodKNN

  107.    :members:

  108.    :noindex:

  109.    :show-inheritance:

  110. 

  111. tods.detection\_algorithm.PyodLODA module

  112. -----------------------------------------

  113. 

  114. .. automodule:: tods.detection_algorithm.PyodLODA

  115.    :members:

  116.    :noindex:

  117.    :show-inheritance:

  118. 

  119. tods.detection\_algorithm.PyodLOF module

  120. ----------------------------------------

  121. 

  122. .. automodule:: tods.detection_algorithm.PyodLOF

  123.    :members:

  124.    :noindex:

  125.    :show-inheritance:

  126. 

  127. tods.detection\_algorithm.PyodMoGaal module

  128. -------------------------------------------

  129. 

  130. .. automodule:: tods.detection_algorithm.PyodMoGaal

  131.    :members:

  132.    :noindex:

  133.    :show-inheritance:

  134. 

  135. tods.detection\_algorithm.PyodOCSVM module

  136. ------------------------------------------

  137. 

  138. .. automodule:: tods.detection_algorithm.PyodOCSVM

  139.    :members:

  140.    :noindex:

  141.    :show-inheritance:

  142. 

  143. tods.detection\_algorithm.PyodSOD module

  144. ----------------------------------------

  145. 

  146. .. automodule:: tods.detection_algorithm.PyodSOD

  147.    :members:

  148.    :noindex:

  149.    :show-inheritance:

  150. 

  151. tods.detection\_algorithm.PyodSoGaal module

  152. -------------------------------------------

  153. 

  154. .. automodule:: tods.detection_algorithm.PyodSoGaal

  155.    :members:

  156.    :noindex:

  157.    :show-inheritance:

  158. 

  159. tods.detection\_algorithm.PyodVAE module

  160. ----------------------------------------

  161. 

  162. .. automodule:: tods.detection_algorithm.PyodVAE

  163.    :members:

  164.    :noindex:

  165.    :show-inheritance:

  166. 

  167. tods.detection\_algorithm.Telemanom module

  168. ------------------------------------------

  169. 

  170. .. automodule:: tods.detection_algorithm.Telemanom

  171.    :members:

  172.    :noindex:

  173.    :show-inheritance:

  174. 

  175. tods.detection\_algorithm.UODBasePrimitive module

  176. -------------------------------------------------

  177. 

  178. .. automodule:: tods.detection_algorithm.UODBasePrimitive

  179.    :members:

  180.    :noindex:

  181.    :show-inheritance:

  182. 

  183. Module contents

  184. ---------------

  185. 

  186. .. automodule:: tods.detection_algorithm

  187.    :members:

  188.    :noindex:

  189.    :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