[[2022__arXiv__PerfCE - Performance Debugging on Databases with Chaos Engineering-Enhanced Causality Analysis|PERFCE]]で、[[因果推論]]を用いた[[AIOps]]研究の既存手法の整理がなされている。 ![[Pasted image 20221020142019.png]] - [[2014__INFOCOM__CauseInfer―Automatic and distributed performance diagnosis with hierarchical causality graph in large distributed systems|CauseInfer]] - [[2016__SIGMOD__DBSherlock―A Performance Diagnostic Tool for Transactional Databases|DBSherlock]] - [[2018__ICSOC__Microscope―Pinpoint Performance Issues with Causal Graphs in Micro-service Environments|Microscope]] - [[2018__Middleware__Sieve Actionable Insights from Monitored Metrics|Sieve]] - [[2019__SIGMOD__ExplainIt!– A Declarative Root-cause Analysis Engine for Time Series Data|ExplainIt!]] - [[2020__IPCCC__FluxInfer―Automatic Diagnosis of Performance Anomaly for Online Database System|FluxInfer]] - [[2020__VLDB__Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases|iSQUAD]] - [[2022__OSR__Enabling Practical Cloud Performance Debugging with Unsupervised Learning|Sage] - Groot