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|Publication type:||Conference paper|
|Type of review:||Peer review (publication)|
|Title:||Graph based liability analysis for the microservice architecture|
|Proceedings:||2022 18th International Conference on Network and Service Management (CNSM)|
|Conference details:||18th International Conference on Network and Service Management (CNSM), Thessaloniki, Greece, 31 October - 4 November 2022|
|Publisher / Ed. Institution:||IEEE|
|Subjects:||Root cause analysis; Causal Bayesian network; Microservice|
|Subject (DDC):||004: Computer science|
|Abstract:||In this work, we present Graph Based Liability Analysis Framework (GRALAF) for root cause analysis (RCA) of the microservices. In this Proof-of-Concept (PoC) tool, we keep track of the performance metrics of microservices, such as service response time and CPU level values, to detect anomalies. By injecting faults in the services, we construct a Causal Bayesian Network (CBN) which represents the relation between service faults and metrics. The constructed CBN is used to predict the fault probability of services under given metrics which are assigned discrete values according to their anomaly states.|
|Fulltext version:||Accepted version|
|License (according to publishing contract):||Licence according to publishing contract|
|Departement:||School of Engineering|
|Organisational Unit:||Institute of Applied Information Technology (InIT)|
|Published as part of the ZHAW project:||INtelligent Security and PervasIve tRust for 5G and Beyond (INSPIRE-5Gplus)|
|Appears in collections:||Publikationen School of Engineering|
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|2022_Kalinagac-etal_GRALAF-for-RCA-microservices.pdf||Accepted Version||1.8 MB||Adobe PDF|
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Kalinagac, O., Soussi, W., & Gür, G. (2022). Graph based liability analysis for the microservice architecture [Conference paper]. 2022 18th International Conference on Network and Service Management (CNSM), 364–366. https://doi.org/10.23919/CNSM55787.2022.9964681
Kalinagac, O., Soussi, W. and Gür, G. (2022) ‘Graph based liability analysis for the microservice architecture’, in 2022 18th International Conference on Network and Service Management (CNSM). IEEE, pp. 364–366. Available at: https://doi.org/10.23919/CNSM55787.2022.9964681.
O. Kalinagac, W. Soussi, and G. Gür, “Graph based liability analysis for the microservice architecture,” in 2022 18th International Conference on Network and Service Management (CNSM), 2022, pp. 364–366. doi: 10.23919/CNSM55787.2022.9964681.
Kalinagac, Onur, et al. “Graph Based Liability Analysis for the Microservice Architecture.” 2022 18th International Conference on Network and Service Management (CNSM), IEEE, 2022, pp. 364–66, https://doi.org/10.23919/CNSM55787.2022.9964681.
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