Machine learning based solutions for security of Internet of Things (IoT): A survey

SM Tahsien, H Karimipour, P Spachos - Journal of Network and Computer …, 2020 - Elsevier
Over the last decade, IoT platforms have been developed into a global giant that grabs every
aspect of our daily lives by advancing human life with its unaccountable smart services …

A survey of IoT security based on a layered architecture of sensing and data analysis

H Mrabet, S Belguith, A Alhomoud, A Jemai - Sensors, 2020 - mdpi.com
The Internet of Things (IoT) is leading today's digital transformation. Relying on a
combination of technologies, protocols, and devices such as wireless sensors and newly …

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
With the ever increasing number of cyber-attacks, internet of Things (ioT) devices are being
exposed to serious malware, attacks, and malicious activities alongside their development …

TON_IoT telemetry dataset: A new generation dataset of IoT and IIoT for data-driven intrusion detection systems

A Alsaedi, N Moustafa, Z Tari, A Mahmood… - Ieee …, 2020 - ieeexplore.ieee.org
Although the Internet of Things (IoT) can increase efficiency and productivity through
intelligent and remote management, it also increases the risk of cyber-attacks. The potential …

A survey of machine and deep learning methods for internet of things (IoT) security

MA Al-Garadi, A Mohamed, AK Al-Ali… - … surveys & tutorials, 2020 - ieeexplore.ieee.org
The Internet of Things (IoT) integrates billions of smart devices that can communicate with
one another with minimal human intervention. IoT is one of the fastest developing fields in …

A review of intrusion detection systems using machine and deep learning in internet of things: Challenges, solutions and future directions

J Asharf, N Moustafa, H Khurshid, E Debie, W Haider… - Electronics, 2020 - mdpi.com
The Internet of Things (IoT) is poised to impact several aspects of our lives with its fast
proliferation in many areas such as wearable devices, smart sensors and home appliances …

Internet of things: Evolution, concerns and security challenges

P Malhotra, Y Singh, P Anand, DK Bangotra, PK Singh… - Sensors, 2021 - mdpi.com
The escalated growth of the Internet of Things (IoT) has started to reform and reshape our
lives. The deployment of a large number of objects adhered to the internet has unlocked the …

Role of machine learning and deep learning in securing 5G-driven industrial IoT applications

P Sharma, S Jain, S Gupta, V Chamola - Ad Hoc Networks, 2021 - Elsevier
Abstract The Internet of Things (IoT) connects millions of computing devices and has set a
stage for future technology where industrial use cases like smart cities and smart houses will …

[HTML][HTML] Feature selection for intrusion detection system in Internet-of-Things (IoT)

P Nimbalkar, D Kshirsagar - ICT Express, 2021 - Elsevier
Abstract Internet of Things (IoT) is suffered from different types of attacks due to vulnerability
present in devices. Due to many IoT network traffic features, the machine learning models …

Intrusion detection in internet of things systems: a review on design approaches leveraging multi-access edge computing, machine learning, and datasets

E Gyamfi, A Jurcut - Sensors, 2022 - mdpi.com
The explosive growth of the Internet of Things (IoT) applications has imposed a dramatic
increase of network data and placed a high computation complexity across various …