activity
20182023
most citedUnsupervised Anomaly Detection via Variational Auto-Encoder for Seasonal KPIs in Web Applications

803 citations · 972 across the 6 of their papers we have counts for

collaborators

6 papers

cs.SE2023

Generic and Robust Root Cause Localization for Multi-Dimensional Data in Online Service Systems

Zeyan Li, Junjie Chen, Yihao Chen +9

Localizing root causes for multi-dimensional data is critical to ensure online service systems' reliability. When a fault occurs, only the measure values within specific attribute…

cs.SE2022★ 9 cited

Constructing Large-Scale Real-World Benchmark Datasets for AIOps

Zeyan Li, Nengwen Zhao, Shenglin Zhang +5

Recently, AIOps (Artificial Intelligence for IT Operations) has been well studied in academia and industry to enable automated and effective software service management. Plenty of…

cs.SE2022★ 67 cited

Actionable and Interpretable Fault Localization for Recurring Failures in Online Service Systems

Zeyan Li, Nengwen Zhao, Mingjie Li +11

Fault localization is challenging in an online service system due to its monitoring data's large volume and variety and complex dependencies across or within its components (e.g.,…

cs.SE2022★ 92 cited

Causal Inference-Based Root Cause Analysis for Online Service Systems with Intervention Recognition

Mingjie Li, Zeyan Li, Kanglin Yin +4

Fault diagnosis is critical in many domains, as faults may lead to safety threats or economic losses. In the field of online service systems, operators rely on enormous monitoring…

cs.NI2022★ 1 cited

GenAD: General Representations of Multivariate Time Seriesfor Anomaly Detection

Xiaolei Hua, Lin Zhu, Shenglin Zhang +5

The reliability of wireless base stations in China Mobile is of vital importance, because the cell phone users are connected to the stations and the behaviors of the stations are d…

cs.LG2018★ 803 cited

Unsupervised Anomaly Detection via Variational Auto-Encoder for Seasonal KPIs in Web Applications

Haowen Xu, Wenxiao Chen, Nengwen Zhao +10

To ensure undisrupted business, large Internet companies need to closely monitor various KPIs (e.g., Page Views, number of online users, and number of orders) of its Web applicatio…