Robust time series analysis and applications: An industrial perspective
Time series analysis is ubiquitous and important in various areas, such as Artificial
Intelligence for IT Operations (AIOps) in cloud computing, AI-powered Business Intelligence …
Intelligence for IT Operations (AIOps) in cloud computing, AI-powered Business Intelligence …
Machine Reasoning in FCAPS: Towards Enhanced Beyond 5G Network Management
A Mekrache, A Ksentini… - … Surveys & Tutorials, 2024 - ieeexplore.ieee.org
The increasing complexity of telecommunication networks has highlighted the need for
robust network management frameworks. One such framework is FCAPS, which …
robust network management frameworks. One such framework is FCAPS, which …
Rcagent: Cloud root cause analysis by autonomous agents with tool-augmented large language models
Large language model (LLM) applications in cloud root cause analysis (RCA) have been
actively explored recently. However, current methods are still reliant on manual workflow …
actively explored recently. However, current methods are still reliant on manual workflow …
Holistic Root Cause Analysis for Failures in Cloud-Native Systems Through Observability Data
Y Han, Q Du, Y Huang, P Li, X Shi, J Wu… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Microservices are widely adopted in large IT enterprises, leveraging the scalability,
resiliency, and elasticity of the cloud-native architecture. Effective root cause analysis is …
resiliency, and elasticity of the cloud-native architecture. Effective root cause analysis is …
Semi-Supervised Metrics-Based Self-Training Root Cause Analysis for Cloud-Native Systems with Class-Imbalanced Data
Y Huang, Q Du, Y Han, C He… - ICASSP 2024-2024 IEEE …, 2024 - ieeexplore.ieee.org
Root cause analysis is crucial for cloud-native systems. However, existing supervised
approaches ignore the potential of unlabeled data, which is frequent in the cloud-native root …
approaches ignore the potential of unlabeled data, which is frequent in the cloud-native root …
Hybrid tree model for root cause analysis of wireless network fault localization
B Chen, L Yu, W Luo, C Wu, M Li, H Tan… - Web …, 2022 - content.iospress.com
Localizing the root cause of network faults is crucial to network operation and maintenance.
Operational expenses will be saved if the root cause can be identified accurately. However …
Operational expenses will be saved if the root cause can be identified accurately. However …
The Potential of One-Shot Failure Root Cause Analysis: Collaboration of the Large Language Model and Small Classifier
Y Han, Q Du, Y Huang, J Wu, F Tian, C He - Proceedings of the 39th …, 2024 - dl.acm.org
Failure root cause analysis (RCA), which systematically identifies underlying faults, is
essential for ensuring the reliability of widely adopted microservice-based applications and …
essential for ensuring the reliability of widely adopted microservice-based applications and …
Advancing Root Cause Analysis in Cloud-native System with Knowledge Graph Path Embedding Translation
P Li, Q Du, S Zhao, P Fang - 2024 27th International …, 2024 - ieeexplore.ieee.org
Cloud computing technologies, including cloud-native and containerization, have gained
prominence in recent years, attributed to their exceptional scalability, enhanced resource …
prominence in recent years, attributed to their exceptional scalability, enhanced resource …
MicroCBR: Case-Based Reasoning on Spatio-temporal Fault Knowledge Graph for Microservices Troubleshooting
With the growing market of cloud-native applications, microservices architectures are widely
used for rapid and automated deployments, scaling, and management. However, behind the …
used for rapid and automated deployments, scaling, and management. However, behind the …
MAGRO: Inferring Root Causes of Poor Wireless Network Performance Using Knowledge Graph and Heterogeneous Graph Neural Networks
H Zhao, Z Xie, B Yang, X Wang, Y Wang… - 2023 IEEE Smart …, 2023 - ieeexplore.ieee.org
Cellular networks have experienced swift development to address the high-speed data
service demands of rapidly expanding mobile devices. However, as the complexity of the …
service demands of rapidly expanding mobile devices. However, as the complexity of the …