Girmaw Abebe Tadesse, William Ogallo, et al.
AAAI 2022
Cloud Causality Analyzer (CCA) is an ML-based analytical pipeline to automate the tedious process of Root Cause Analysis (RCA) of Cloud IT events. The 3-stage pipeline is composed of 9 functional modules, including dimensionality reduction (feature engineering, selection and compression), embedded anomaly detection, and an ensemble of 3 custom explainability and causality models for Cloud Key Performance Indicators (KPI). Our challenge is: How to apply a reduced (sub)set of judiciously selected KPIs to detect Cloud performance anomalies, and their respective root causal culprits, all without compromising accuracy?
Girmaw Abebe Tadesse, William Ogallo, et al.
AAAI 2022
Phanwadee Sinthong, Dhaval Patel, et al.
VLDB 2022
Tyler Baldwin, Wyatt Clarke, et al.
Big Data 2022
Amit Alfassy, Assaf Arbelle, et al.
NeurIPS 2022