Supervised Intrusion Detection with Out-of-Distribution Detection for Microservices

  • Yong Syuan Chen
  • , Hsiang Yin Lien
  • , Jo Yu Li
  • , Chia Yu Lin

研究成果: 書貢獻/報告類型會議論文篇章同行評審

1 引文 斯高帕斯(Scopus)

摘要

Microservice architecture enhances system flexibility and reliability but raises security concerns due to potential malicious attacks. We propose a supervised Out-of-Distribution (OOD) detector leveraging AI and ML to analyze container command sequences. Our technique identifies known and unknown attack patterns, employing out-of-distribution detection. Using a deep neural network, we learn features and minimize classification errors. Comparative evaluations demonstrate its efficacy, aiming to enhance container security and deepen insights into microservice attack behaviors.

原文???core.languages.en_GB???
主出版物標題11th IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2024
發行者Institute of Electrical and Electronics Engineers Inc.
頁面121-122
頁數2
ISBN(電子)9798350386844
DOIs
出版狀態已出版 - 2024
事件11th IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2024 - Taichung, Taiwan
持續時間: 9 7月 202411 7月 2024

出版系列

名字11th IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2024

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???event.eventtypes.event.conference???11th IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2024
國家/地區Taiwan
城市Taichung
期間9/07/2411/07/24

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