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Demonstrating Liability and Trust Metrics for Multi-Actor, Dynamic Edge and Cloud Microservices

Published: 02 October 2023 Publication History

Abstract

Transitioning edge and cloud computing in 5G networks towards service-based architecture increases their complexity as they become even more dynamic and intertwine more actors or delegation levels. In this paper, we demonstrate the Liability-aware security manager Analysis Service (LAS), a framework that uses machine learning techniques to compute liability and trust indicators for service-based architectures such as cloud microservices. Based on the commitments of Service Providers (SPs) and real-time observations collected by a Root Cause Analysis (RCA) tool GRALAF, the LAS computes three categories of liability and trust indicators, specifically, a Commitment Trust Score, Financial Exposure, and Commitment Trends.

References

[1]
2022. EdgeX Foundry homepage. https://www.edgexfoundry.org.
[2]
Nuha Alshuqayran, Nour Ali, and Roger Evans. 2016. A Systematic Mapping Study in Microservice Architecture. In 2016 IEEE 9th International Conference on Service-Oriented Computing and Applications (SOCA). 44--51.
[3]
Yacine Anser, Chrystel Gaber, Jean-Philippe Wary, Sara Nieves Matheu García, and Samia Bouzefrane. 2022. TRAILS: Extending TOSCA NFV profiles for liability management in the Cloud-to-IoT continuum. In 2022 IEEE 8th International Conference on Network Softwarization (NetSoft). 321--329.
[4]
C. Gaber, J. S. Vilchez, G. Gür, M. Chopin, N. Perrot, J.-L. Grimault, and J.-P. Wary. 2020. Liability-Aware Security Management for 5G. In 2020 IEEE 3rd 5G World Forum (5GWF) (2020-09). 133--138.
[5]
Philippe Jorion and GARP (Global Association of Risk Professionals). [n. d.]. Financial Risk Manager Handbook. John Wiley & Sons. Google-Books-ID: uGgrMwDfBRsC.
[6]
Onur Kalinagac, Wissem Soussi, and Gürkan Gür. 2023. Graph Based Liability Analysis for the Microservice Architecture. In Proceedings of the 18th International Conference on Network and Service Management (Thessaloniki, Greece) (CNSM '22). International Federation for Information Processing, Laxenburg, AUT, Article 51, 3 pages.
[7]
T. Kohonen. 1990. The self-organizing map. Proc. IEEE 78, 9 (Sept. 1990), 1464--1480. Conference Name: Proceedings of the IEEE.

Cited By

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  • (2024)“Work-in-Progress” Structuring the Complexity: An Ontological Approach to Analyze the Cybersecurity of a 5G Service2024 IEEE European Symposium on Security and Privacy Workshops (EuroS&PW)10.1109/EuroSPW61312.2024.00084(691-700)Online publication date: 8-Jul-2024
  • (2024)Building Trust in the Era of 6G: A Level of Trust Assessment Function for Cloud Continuum2024 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit)10.1109/EuCNC/6GSummit60053.2024.10597051(812-817)Online publication date: 3-Jun-2024

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cover image ACM Conferences
ACM MobiCom '23: Proceedings of the 29th Annual International Conference on Mobile Computing and Networking
October 2023
1605 pages
ISBN:9781450399906
DOI:10.1145/3570361
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the owner/author(s).

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Publication History

Published: 02 October 2023

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Author Tags

  1. edge and cloud computing
  2. microservices
  3. liability
  4. trust
  5. applications of machine learning
  6. service level agreement (SLA)

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View all
  • (2024)“Work-in-Progress” Structuring the Complexity: An Ontological Approach to Analyze the Cybersecurity of a 5G Service2024 IEEE European Symposium on Security and Privacy Workshops (EuroS&PW)10.1109/EuroSPW61312.2024.00084(691-700)Online publication date: 8-Jul-2024
  • (2024)Building Trust in the Era of 6G: A Level of Trust Assessment Function for Cloud Continuum2024 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit)10.1109/EuCNC/6GSummit60053.2024.10597051(812-817)Online publication date: 3-Jun-2024

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