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DuplicationValidation_skinterface.py 381 B

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  1. import numpy as np
  2. from ..base import BaseSKI
  3. from tods.data_processing.DuplicationValidation import DuplicationValidationPrimitive
  4. class DuplicationValidationSKI(BaseSKI):
  5. def __init__(self, **hyperparams):
  6. super().__init__(primitive=DuplicationValidationPrimitive, **hyperparams)
  7. self.fit_available = False
  8. self.predict_available = False
  9. self.produce_available = True

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