Lightweight, Trust-Managing, and Privacy-Preserving Collaborative Intrusion Detection for Internet of Things

AA Wardana, G Kołaczek, P Sukarno - Applied Sciences, 2024 - mdpi.com
anomaly detection. CIDS effectively correlates evidence from various networks using a
detector … to implementation in cloud-centric architectures; while cloud-centric architectures offer …

Efficient intrusion detection toward IoT networks using cloud–edge collaboration

R Yang, H He, Y Xu, B Xin, Y Wang, Y Qu, W Zhang - Computer Networks, 2023 - Elsevier
… [47] proposed a federated learning (FL)-based anomaly detectiondetection effects based
on cloud-centric and federated learning in IoT networks. In order to train the intrusion detection

[PDF][PDF] Privacy-Preserving Edge-Cloud Architecture for IoT Healthcare Systems

P Goyal - 2021 - yorkspace.library.yorku.ca
detect falls for elderly people [4], neural classifiers in [72], the artificial neural network in [68]
with cloud centric IoT based disease diagnosis… framework for seizure detection and K means …

BDTwin: An integrated framework for enhancing security and privacy in cybertwin-driven automotive industrial Internet of Things

R Kumar, P Kumar, R Tripathi, GP Gupta… - … Internet of Things …, 2021 - ieeexplore.ieee.org
… )-based verification for data security and privacy preservation. … [11] presented a CT-based
cloud-centric (CC) and radio … [5] designed Sec-IoV, an anomaly detection system for IoV. The …

[PDF][PDF] A Comprehensive Machine Learning Framework for Robust Security Management in Cloud-based Internet of Things Systems

M Mohamed, K Alosman - Jurnal Kejuruteraan, 2024 - ukm.my
… effectively address the complexities and scale of cloud-centric IoT systems. Labor-intensive …
connected in the workflow anomaly detection feeds into intrusion detection, the models are …

Anomaly Detection Fog (ADF): A federated approach for internet of things

M Behniafar, A Mahjur, A Nowroozi - Scientia Iranica, 2023 - scientiairanica.sharif.edu
… to design an anomaly detection approach with IoT-speci c concerns. This paper presents
a framework for anomaly detection specially designed for IoT called Anomaly Detection Fog (…

Exploring the applications and security threats of Internet of Thing in the cloud computing paradigm: A comprehensive study on the cloud of things

A Nag, MM Hassan, A Das, A Sinha… - Transactions on …, 2024 - Wiley Online Library
… On a bigger scale, proposes a cloud-centric IoT vision that … Up to 98% accuracy is achieved
in anomaly detection with our … privacy to ensure data integrity and privacy preservation. How …

A secure and lightweight cloud-centric intelligent medical system based on Internet of Medical Things

T Mu, Q Ren, BL Shao, G Bian, J Song - The Journal of Supercomputing, 2023 - Springer
… propose a secure lightweight cloud-centric smart medical system based on the medical
Internet of Things based on EF-IDS and prove that our system ensures the privacy and security of …

Internet of things intrusion detection: Centralized, on-device, or federated learning?

SA Rahman, H Tout, C Talhi, A Mourad - IEEE Network, 2020 - ieeexplore.ieee.org
… -learning approaches (ie, “Cloud-centric ML for Mobile” and “On-… ule is dedicated for anomaly
detection. This module allows … An anomaly detection system is presented in [10] where a …

Dew-cloud-based hierarchical federated learning for intrusion detection in IoMT

P Singh, GS Gaba, A Kaur, M Hedabou… - IEEE journal of …, 2022 - ieeexplore.ieee.org
… Therefore, the demand for an accurate anomaly detection model was raised to delineate the
… Chen, “P2dca: a privacypreserving-based data collection and analysis framework for iomt …