Skip to content

Instantly share code, notes, and snippets.

@LuYanFCP

LuYanFCP/paper.md

Last active December 28, 2020 15:00
Show Gist options
  • Save LuYanFCP/b87c6514223ee77b8b072bcdf966a4fb to your computer and use it in GitHub Desktop.
Save LuYanFCP/b87c6514223ee77b8b072bcdf966a4fb to your computer and use it in GitHub Desktop.
Download ZIP

Revisions

  1. LuYanFCP revised this gist Dec 28, 2020. 1 changed file with 30 additions and 0 deletions.
    30 changes: 30 additions & 0 deletions paper.md
    View file
    Original file line number Diff line number Diff line change
    @@ -1,4 +1,24 @@
    ## Anomaly Detection

    ### Time-Series

    ### Distance-based Methods

    ### Boundary-based Methods

    ### Density-based Methods

    ### Tree-based Method

    ### Deep Learning Based Method

    ### Other Method

    1. Anomaly Detection in Streams with Extreme Value Theory.
    + paper: Anomaly Detection in Streams with Extreme Value Theory. (SIGKDD)
    + code: https://github.com/Amossys-team/SPOT
    + keyword: Extreme Value Theory、Stream Anomaly Detection

    ## root causal location

    ### Tracing
    @@ -9,6 +29,16 @@
    + keyword: VAE-anomaly_detector(Flow + bayes network), Tracing vector, Microservice


    ### Metric

    1. MicroRCA: Root Cause Localization of Performance Issues in Microservices (NOMS 2020)
    + code: https://github.com/elastisys/MicroRCA
    + paper: https://hal.inria.fr/hal-02441640/document
    + keyword: Attributed Graph Construction、Personalization PageRank、 Anomaly Service Locatization
    2. Localizing Failure Root Causes in a Microservice through Causality Inference
    + paper: https://netman.aiops.org/wp-content/uploads/2020/06/%E5%AD%9F%E5%AA%9B.pdf
    + keyword: PCMCI(PCTS algorithm)、Random Walk(TCORW)



    ## awesome
  2. LuYanFCP revised this gist Dec 28, 2020. 1 changed file with 7 additions and 0 deletions.
    7 changes: 7 additions & 0 deletions paper.md
    View file
    Original file line number Diff line number Diff line change
    @@ -8,3 +8,10 @@
    + paper: https://ieeexplore.ieee.org/document/9251058
    + keyword: VAE-anomaly_detector(Flow + bayes network), Tracing vector, Microservice




    ## awesome

    1. https://github.com/dreamhomes/RCAPapers
    + Root Cause Analysis/Diagnosis/Localization in MicroService System
  3. LuYanFCP created this gist Dec 28, 2020.
    10 changes: 10 additions & 0 deletions paper.md
    View file
    Original file line number Diff line number Diff line change
    @@ -0,0 +1,10 @@

    ## root causal location

    ### Tracing

    1. Unsupervised Detection of Microservice Trace Anomalies through Service-Level Deep Bayesian Networks (ISSRE'20)
    + code: https://github.com/NetManAIOps/TraceAnomaly
    + paper: https://ieeexplore.ieee.org/document/9251058
    + keyword: VAE-anomaly_detector(Flow + bayes network), Tracing vector, Microservice