Root cause analysis (RCA) in large-scale microservice systems is a critical and challenging
task. To understand and localize root causes of unexpected faults, modern observability …

Modern microservice systems have gained widespread adoption due to their high
scalability, flexibility, and extensibility. However, the characteristics of independent …

While current bug detection techniques for concurrent software focus on unearthing low-
level issues such as data races or deadlocks, they often fall short of discovering more …

Accurate, timely Root Cause Analysis (RCA) is essential to successful IT operations as a
primary step to incident remediation. RCA automation using data mining techniques in large …

While machine learning (ML) models play an increasingly prevalent role in many software
engineering tasks, their prediction accuracy is often problematic. When these models do …

Failure diagnosis is critical to the maintenance of large-scale cloud systems, which has
attracted tremendous attention from academia and industry over the last decade. In this …

Abstract “App stores” are online software stores where end users may browse, purchase,
download, and install software applications. By far, the best known app stores are …

MAY/JUNE 2023| IEEE SOFTWARE 85 for changes, and these sorts of signals. We are also
looking to capture discussions that happen around code in internal discussion forums (a bit …

With the gradual increase of network complexity and network scale in the cloud
environment, Root Cause Analysis (RCA) of node failures has become a systematic problem …

Modern microservice systems have become increasingly complicated due to the dynamic
and complex interactions and runtime environment. It leads to the system vulnerable to …