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Failure Diagnosis in Microservice Systems: A Comprehensive Survey and Analysis
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Outgoing claims: the papers this work cites, builds on, or argues with.
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Microscope: Pinpoint Performance Issues with Causal Graphs in Micro-service Environments
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Enjoy your observability: an industrial survey of microservice tracing and analysis
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An effective contrast sequential pattern mining approach to taxpayer behavior analysis
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FRL-MFPG: Propagation-aware fault root cause location for microservice intelligent operation and maintenance
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Graph-based root cause analysis for service-oriented and microservice architectures
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CausalRCA: Causal inference based precise fine-grained root cause localization for microservice applications
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Generic and robust root cause localization for multi-dimensional data in online service systems
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LogM: Log Analysis for Multiple Components of Hadoop Platform
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Pinpoint: problem determination in large, dynamic Internet services
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Insights into the Diagnosis of System Failures from Cluster Message Logs
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Root-Cause Diagnosis Using Logs Generated by User Actions
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Using Message Logs and Resource Use Data for Cluster Failure Diagnosis
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AIOps: Real-World Challenges and Research Innovations
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Eadro: An End-to-End Troubleshooting Framework for Microservices on Multi-source Data
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CauseInfer: Automatic and distributed performance diagnosis with hierarchical causality graph in large distributed systems
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FluxInfer: Automatic Diagnosis of Performance Anomaly for Online Database System
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Using Resource Use Data and System Logs for HPC System Error Propagation and Recovery Diagnosis
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Unsupervised Detection of Microservice Trace Anomalies through Service-Level Deep Bayesian Networks
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CloudPin: A Root Cause Localization Framework of Shared Bandwidth Package Traffic Anomalies in Public Cloud Networks
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Root cause analysis of anomalies of multitier services in public clouds
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Practical Root Cause Localization for Microservice Systems via Trace Analysis
inferredcites →https://doi.org/10.1109/noms15313.2010openalex-snapshot
2010 IEEE Network Operations and Management Symposium - NOMS 2010
inferredcites →https://doi.org/10.1109/noms47738.2020.9110353openalex-snapshot
MicroRCA: Root Cause Localization of Performance Issues in Microservices
inferredcites →https://doi.org/10.1109/sc.2018.00012openalex-snapshot
Doomsday: Predicting Which Node Will Fail When on Supercomputers
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Automatic Problem Localization via Multi-dimensional Metric Profiling
inferredcites →https://doi.org/10.1109/tdsc.2021.3083671openalex-snapshot
ServiceRank: Root Cause Identification of Anomaly in Large-Scale Microservice Architectures
inferredcites →https://doi.org/10.1109/tdsc.2022.3162857openalex-snapshot
SwissLog: Robust Anomaly Detection and Localization for Interleaved Unstructured Logs
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A Survey of Fault Diagnosis and Fault-Tolerant Techniques—Part I: Fault Diagnosis With Model-Based and Signal-Based Approaches
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Mining sequential patterns by pattern-growth: the PrefixSpan approach
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Random-Walk Computation of Similarities between Nodes of a Graph with Application to Collaborative Recommendation
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Robust Dual Clustering with Adaptive Manifold Regularization
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Root Cause Analysis of Anomalies of Multitier Services in Public Clouds
inferredcites →https://doi.org/10.1109/tnnls.2021.3105827openalex-snapshot
An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series
inferredcites →https://doi.org/10.1109/tpds.2011.257openalex-snapshot
Precise, Scalable, and Online Request Tracing for Multitier Services of Black Boxes
inferredcites →https://doi.org/10.1109/tpds.2013.21openalex-snapshot
Toward Fine-Grained, Unsupervised, Scalable Performance Diagnosis for Production Cloud Computing Systems
inferredcites →https://doi.org/10.1109/tpds.2016.2575829openalex-snapshot
Failure Diagnosis for Distributed Systems using Targeted Fault Injection
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Robust Failure Diagnosis of Microservice System Through Multimodal Data
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LogKG: Log Failure Diagnosis Through Knowledge Graph
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A Survey on Software Fault Localization
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Fault Analysis and Debugging of Microservice Systems: Industrial Survey, Benchmark System, and Empirical Study
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An Empirical Study of Boosting Spectrum-Based Fault Localization via PageRank
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TrinityRCL: Multi-Granular and Code-Level Root Cause Localization Using Multiple Types of Telemetry Data in Microservice Systems
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Fingerprinting the datacenter
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Robust principal component analysis?
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Advances and challenges in log analysis
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Root cause detection in a service-oriented architecture
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Correlating events with time series for incident diagnosis
inferredcites →https://doi.org/10.1145/2889160.2889232openalex-snapshot
Log clustering based problem identification for online service systems
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ImageNet classification with deep convolutional neural networks
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ExplainIt! -- A Declarative Root-cause Analysis Engine for Time Series Data
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?-Diagnosis: Unsupervised and Real-time Diagnosis of Small- window Long-tail Latency in Large-scale Microservice Platforms
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Latent error prediction and fault localization for microservice applications by learning from system trace logs
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AutoMAP: Diagnose Your Microservice-based Web Applications Automatically
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MicroRank: End-to-End Latency Issue Localization with Extended Spectrum Analysis in Microservice Environments
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HALO: Hierarchy-aware Fault Localization for Cloud Systems
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Faster, deeper, easier: crowdsourcing diagnosis of microservice kernel failure from user space
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Onion: identifying incident-indicating logs for cloud systems
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A Survey of AIOps Methods for Failure Management
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Anomaly Detection and Failure Root Cause Analysis in (Micro) Service-Based Cloud Applications: A Survey
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Proceedings of the 27th ACM International Conference on Architectural Support for Programming Languages and Operating Systems
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Interdependent Causal Networks for Root Cause Localization
inferredcites →https://doi.org/10.1145/3580305.3599934openalex-snapshot
Root Cause Analysis for Microservice Systems via Hierarchical Reinforcement Learning from Human Feedback
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On Root Cause Localization and Anomaly Mitigation through Causal Inference
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Nezha: Interpretable Fine-Grained Root Causes Analysis for Microservices on Multi-modal Observability Data
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Proceedings of the Nineteenth European Conference on Computer Systems
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ChangeRCA: Finding Root Causes from Software Changes in Large Online Systems
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Proceedings of the 39th IEEE/ACM International Conference on Automated Software Engineering
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Causal inference in statistics: An overview
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Diagnosing root causes of intermittent slow queries in cloud databases
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A Causality Mining and Knowledge Graph Based Method of Root Cause Diagnosis for Performance Anomaly in Cloud Applications
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ADAL-NN: Anomaly Detection and Localization Using Deep Relational Learning in Distributed Systems
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OpenStack: Toward an Open-source Solution for Cloud Computing
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Incoming claims: where this work appears in other papers’ reference lists and arguments.
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Graph-Based Fault Localization in Microservices Using Static Code Metrics
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Failure Classification for Microservice Systems Based on Variational Graph Auto-Encoders
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AI Techniques in the Microservices Life-Cycle: a Systematic Mapping Study
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Microservice Anomaly Monitoring Method based on Multi-dimensional Spatiotemporal Feature Reconstruction
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Resilient Auto-Scaling of Microservice Architectures with Efficient Resource Management
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MiRCAM: An Enhanced Approach to Instance-Level Root Cause Analysis in Microservice Systems
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