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ABOD_skitest.py 566 B

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  1. import numpy as np
  2. from tods.tods_skinterface.primitiveSKI.detection_algorithm.ABOD_skinterface import ABODSKI
  3. X_train = np.array([[3., 4., 8., 16, 18, 13., 22., 36., 59., 128, 62, 67, 78, 100]])
  4. X_test = np.array([[3., 4., 8.6, 13.4, 22.5, 17, 19.2, 36.1, 127, -23, 59.2]])
  5. transformer = ABODSKI()
  6. transformer.fit(X_train)
  7. prediction_labels = transformer.predict(X_test)
  8. prediction_score = transformer.predict_score(X_test)
  9. print("Primitive: ", transformer.primitive)
  10. print("Prediction Labels\n", prediction_labels)
  11. print("Prediction Score\n", prediction_score)

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