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Research on Multi-Stage Machine Learning Based Anomaly Detection and Correlation Model of KPI

靖宇涵

北京邮电大学

Abstract: The detection and analysis of KPI（key performance indicators）anomalies is an important topic in the field of AIOps（artificial intelligence for it operations）.In this paper,we mainly study the following two questions about KPI anomaly:anomaly detection of single dimension KPI data,and the root cause location of multi dimension KPI data anomalies.Most current anomaly detection approaches use machine learning method to detect the anomaly in the perspective of single points rather than events.These ... More
Keywords：

Multi-type KPIs; Anomaly Detection; Root Cause Location; Machine Learning;

  • Series：

    (I) Electronic Technology ＆ Information Science

  • Subject：

    Computer Software and Application of Computer; Automation Technology

  • DOI：

    10.26969/d.cnki.gbydu.2020.000373

  • Classification Code：

    TP311.13;TP181

Tutor：

王敬宇;

Retraction:

信息与通信工程

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