Practical root cause localization for microservice systems via trace analysis
Microservice architecture is applied by an increasing number of systems because of its
benefits on delivery, scalability, and autonomy. It is essential but challenging to localize root …
benefits on delivery, scalability, and autonomy. It is essential but challenging to localize root …
Logrule: Efficient structured log mining for root cause analysis
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 …
primary step to incident remediation. RCA automation using data mining techniques in large …
Location data analytics in the business value chain: A systematic literature review
LE Ferro-Díez, NM Villegas, J Díaz-Cely - IEEE Access, 2020 - ieeexplore.ieee.org
Context information has become a significant asset to optimize the value obtained from
information systems. Location is an important type of context information that refers to the …
information systems. Location is an important type of context information that refers to the …
Constructing large-scale real-world benchmark datasets for aiops
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 …
and industry to enable automated and effective software service management. Plenty of …
Generic and robust localization of multi-dimensional root causes
Operators of online software services periodically collect various measures with many
attributes. When a measure becomes abnormal, indicating service problems such as …
attributes. When a measure becomes abnormal, indicating service problems such as …
SpotLight: Accurate, explainable and efficient anomaly detection for Open RAN
The Open RAN architecture, with disaggregated and virtualized RAN functions
communicating over standardized interfaces, promises a diversified and multi-vendor RAN …
communicating over standardized interfaces, promises a diversified and multi-vendor RAN …
How resource utilization influences UI responsiveness of Android software
J Fu, Y Wang, Y Zhou, X Wang - Information and Software Technology, 2022 - Elsevier
Context: The rapid responsiveness of smartphones is critical to user experience. Excessive
resource utilization is typically considered as one of the major factors leading to laggy-UI …
resource utilization is typically considered as one of the major factors leading to laggy-UI …
Autoroot: A novel fault localization schema of multi-dimensional root causes
P Jing, Y Han, J Sun, T Lin, Y Hu - 2021 IEEE Wireless …, 2021 - ieeexplore.ieee.org
The key challenge for large scale software system maintenance is to minimize the
troubleshooting time when severe system anomaly (eg, server failure, link congestion …
troubleshooting time when severe system anomaly (eg, server failure, link congestion …
SinkFlow: Fast and traceable root-cause localization for multidimensional anomaly events
With the development of various artificial intelligence (AI)–based applications, detecting
anomalies and analyzing the root causes from massive data are critical to increasing the …
anomalies and analyzing the root causes from massive data are critical to increasing the …
Machine Learning for Failure Management in Microwave Networks: A Data-Centric Approach
We consider the problem of classifying hardware failures in microwave networks given a
collection of alarms using Machine Learning (ML). While ML models have been shown to …
collection of alarms using Machine Learning (ML). While ML models have been shown to …