TroubleShooter

The algorithms about anomaly detection, root cause analysis, casual inference in AIOps.

Anomaly detection

Objects

• LOF(Local Outlier Factor)(https://dreamhomes.top/posts/202109031517/)
• SVDD (https://dreamhomes.top/posts/202105081146/)
• Deep-SVDD (https://dreamhomes.top/posts/202104291618/)

TSeries

• SPOT (https://dreamhomes.top/posts/202103091557/)
• FluxEV (https://dreamhomes.top/posts/202103121506/)
• SR(Spectral Residual) (hhttps://dreamhomes.top/posts/202107141714/)
• Holt-Winters (https://dreamhomes.top/posts/202108161129/)
• AR+MA (https://dreamhomes.top/posts/202109091543/)

Causal graph mining

• PC algorithm (https://dreamhomes.top/posts/202006231749)
• Graph autoencoder (https://dreamhomes.top/posts/202107091636)