Using homomorphic encryption for privacy-preserving clustering of intrusion detection alerts

G Spathoulas, G Theodoridis, GP Damiris - International Journal of …, 2021 - Springer
intrusion detection alerts, due to privacy reasons. A privacy-preserving collaboration system
for attack detection … Specifically, homomorphic encryption is used to perform alerts clustering …

A secure and privacy preserving federated learning approach for IoT intrusion detection system

PT Duy, HN Hao, HM Chu, VH Pham - Network and System Security: 15th …, 2021 - Springer
… In this paper, we focus on ensuring the reliability and privacy preservation for FL in IDS by
taking … Then we apply homomorphic encryption and differential privacy techniques to provide a …

Enhancing Intrusion Detection through Federated Learning with Enhanced Ghost_BiNet and Homomorphic Encryption

OK ChandraUmakantham, S Gajendran… - IEEE …, 2024 - ieeexplore.ieee.org
… are encrypted using the Homomorphic encryption technique … Homomorphic encryption adds
a significant layer of privacy … -based intrusion detection because it protects the confidentiality

Security and privacy-aware artificial intrusion detection system using federated machine learning

KPS Kumar, SAH Nair, DG Roy, B Rajalingam… - Computers & Electrical …, 2021 - Elsevier
Homomorphic Encryption and differential privacy. Secondly, an Artificial Immune … the privacy
preservation technique using Paillier Homomorphic Encryption following differential privacy

Privacypreserving multisource transfer learning in intrusion detection system

M Xu, X Li, Y Wang, B Luo, J Guo - Transactions on Emerging …, 2021 - Wiley Online Library
… A privacy-preserving scheme based on a multisource distributed training model is proposed.
The Paillier homomorphic encryption is used to upload the detection models trained in …

Intrusion detection framework based on homomorphic encryption in AMI network

J Wang, Z Xia, Y Chen, C Hu, F Yu - Frontiers in Physics, 2022 - frontiersin.org
… problems of smart grid AMI federated intrusion detection concurrently, this paper proposes
a privacy protection method using homomorphic CKKS encryption. When the client upload …

Homomorphic encryption based privacy-preservation for iomt

MM Salim, I Kim, U Doniyor, C Lee, JH Park - Applied Sciences, 2021 - mdpi.com
… In this paper, we propose a privacy-preserving scheme using homomorphic encryption to
secure medical plaintext data from being accessed by attackers. Secret sharing distributes …

Privacy preservation for machine learning training and classification based on homomorphic encryption schemes

J Li, X Kuang, S Lin, X Ma, Y Tang - Information Sciences, 2020 - Elsevier
… This work presented a novel homomorphic encryption framework over non-abelian rings (…
homomorphic encryption framework over non-abelian rings, and define the homomorphism

Intrusion detection over encrypted network data

L Karaçay, E Savaş, H Alptekin - The Computer Journal, 2020 - ieeexplore.ieee.org
… [25] (SEAL) is used in this work as a stateof-the-art homomorphic encryption solution. SEAL
privacypreserving intrusion detection protocol, we implemented it using Simple Encrypted

Blockchain and homomorphic encryption-based privacy-preserving data aggregation model in smart grid

P Singh, M Masud, MS Hossain, A Kaur - Computers & Electrical …, 2021 - Elsevier
… vulnerable to various security and privacy concerns. This paper proposes a deep learning
and homomorphic encryption-based privacy-preserving data aggregation model to mitigate …