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Time series anomaly detection experiment over AIOps Competition dataset

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TSAD_arithmetic

时间序列异常检测的算法模块

数据集

[AIOps竞赛数据集] (http://iops.ai/competition_detail/?competition_id=5&flag=1 )

  • phase2_train.csv
  • phase2_ground_truth.hdf

运行环境

  • Python3.6
  • jupyter notebook

所作工作

  • 预处理:KPI数据按照ID划分+归一化
  • 特征提取:针对每个时刻提取特征,生成样本集
  • 划分数据集 + sklearn各模型实验对比

参考

Authors

qiwenkiakai@qq.com

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Time series anomaly detection experiment over AIOps Competition dataset

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