Memory Efficient Federated Deep Learning for Intrusion Detection in IoT Networks

Idris Zakariyya; Harsha Kalutarage; M. Omar Al-Kadri

Memory Efficient Federated Deep Learning for Intrusion Detection in IoT Networks

Idris Zakariyya
, Harsha Kalutarage
, M. Omar Al-Kadri

Robert Gordon University

Research output: Contribution to journal › Conference article › peer-review

4 Citations (SciVal)

Original language	English
Pages (from-to)	85-99
Number of pages	15
Journal	CEUR Workshop Proceedings
Volume	3125
Publication status	Published (VoR) - 2021
Event	2021 Workshop on AI and Cybersecurity, AI-Cybersec 2021 - Cambridge, United Kingdom Duration: 14 Dec 2021 → …

Funding

This work was supported by the Petroleum Technology Development Fund (PTDF), Nigeria.

Keywords

Deep Neural Networks (DNNs)
Federated Learning
Fully Connected Neural Network (FCNN)
Internet of Things (IoT)
Intrusion Detection
Memory

Cite this

@article{984f66422fcc4b1fae30b606b819a496,

title = "Memory Efficient Federated Deep Learning for Intrusion Detection in IoT Networks",

keywords = "Deep Neural Networks (DNNs), Federated Learning, Fully Connected Neural Network (FCNN), Internet of Things (IoT), Intrusion Detection, Memory",

author = "Idris Zakariyya and Harsha Kalutarage and Al-Kadri, \{M. Omar\}",

note = "Funding Information: This work was supported by the Petroleum Technology Development Fund (PTDF), Nigeria. Publisher Copyright: {\textcopyright} 2021 Copyright for this paper by its authors; 2021 Workshop on AI and Cybersecurity, AI-Cybersec 2021 ; Conference date: 14-12-2021",

year = "2021",

language = "English",

volume = "3125",

pages = "85--99",

journal = "CEUR Workshop Proceedings",

issn = "1613-0073",

}

TY - JOUR

T1 - Memory Efficient Federated Deep Learning for Intrusion Detection in IoT Networks

AU - Zakariyya, Idris

AU - Kalutarage, Harsha

AU - Al-Kadri, M. Omar

PY - 2021

Y1 - 2021

KW - Deep Neural Networks (DNNs)

KW - Federated Learning

KW - Fully Connected Neural Network (FCNN)

KW - Internet of Things (IoT)

KW - Intrusion Detection

KW - Memory

UR - https://www.scopus.com/pages/publications/85128761827

UR - https://www.scopus.com/pages/publications/85128761827#tab=citedBy

M3 - Conference article

AN - SCOPUS:85128761827

SN - 1613-0073

VL - 3125

SP - 85

EP - 99

JO - CEUR Workshop Proceedings

JF - CEUR Workshop Proceedings

T2 - 2021 Workshop on AI and Cybersecurity, AI-Cybersec 2021

Y2 - 14 December 2021

ER -

Memory Efficient Federated Deep Learning for Intrusion Detection in IoT Networks

Funding

Keywords

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