异常检测

翻知乎还有各种谷歌,大概总结了一下。

  • 統計:
     ▶︎ 3sigma
     ▶︎ grubbs
     ▶︎ boxplot
     ▶︎ z-score
  • cluster
  • neighborhood
  • 密度
  • isolation forest
  • skyline
    https://earthgecko-skyline.readthedocs.io/en/latest/overview.html
    https://www.digitalocean.com/community/tutorials/how-to-detect-anomalies-with-skyline-on-centos-7
  • 时间序列
     ▶︎ 多种算法综述 https://blog.statsbot.co/time-series-anomaly-detection-algorithms-1cef5519aef2
     ▶︎ 同比(Chain)+同比振幅(CA)https://blog.csdn.net/Jasminexjf/article/details/88527966
     ▶︎ STL+GESD http://www.shujuren.org/article/993.html
     ▶︎ S- ESD (Seasonal ESD)与S-H-ESD (Seasonal Hybrid ESD) https://www.cnblogs.com/en-heng/p/9202654.html (edited)

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