A comparative analysis of machine learning techniques for botnet detection

A Bansal, S Mahapatra - … of the 10th international conference on security …, 2017 - dl.acm.org
Day by day more and more devices are getting connected to the Internet and with the advent
of the Internet of Things, this rate has had an exponential growth. The lack of security in …

Machine learning for botnet detection: An optimized feature selection approach

M Lefoane, I Ghafir, S Kabir, IU Awan - Proceedings of the 5th …, 2021 - dl.acm.org
Technological advancements have been evolving for so long, particularly Internet of Things
(IoT) technology that has seen an increase in the number of connected devices surpass non …

[HTML][HTML] A novel ensemble method for enhancing Internet of Things device security against botnet attacks

A Arshad, M Jabeen, S Ubaid, A Raza… - Decision Analytics …, 2023 - Elsevier
The growing number of connected Internet of Things (IoT) devices has led to the daily
growth of network botnet attacks. The networks of compromised devices controlled by a …

Using ensemble learning technique for detecting botnet on IoT

A Rezaei - SN Computer Science, 2021 - Springer
Despite the growing reputation and the ubiquitous nature of the IoT, it poses significant
challenges as it is also considered a convenient platform for cyberattacks. The connection of …

Towards a universal features set for IoT botnet attacks detection

F Hussain, SG Abbas, UU Fayyaz… - 2020 IEEE 23rd …, 2020 - ieeexplore.ieee.org
The security pitfalls of IoT devices make it easy for the attackers to exploit the IoT devices
and make them a part of a botnet. Once hundreds of thousands of IoT devices are …

Lightweight internet of things botnet detection using one-class classification

K Malik, F Rehman, T Maqsood, S Mustafa, O Khalid… - Sensors, 2022 - mdpi.com
Like smart phones, the recent years have seen an increased usage of internet of things (IoT)
technology. IoT devices, being resource constrained due to smaller size, are vulnerable to …

Botnet attack detection using machine learning

M Alshamkhany, W Alshamkhany… - … on Innovations in …, 2020 - ieeexplore.ieee.org
With the advancement of computers and technology, security threats are also evolving at a
fast pace. Botnets are one such security threat which requires a high level of research and …

IoT botnet detection using an economic deep learning model

N Elsayed, Z ElSayed… - 2023 IEEE World AI IoT …, 2023 - ieeexplore.ieee.org
The rapid progress in technology innovation usage and distribution has increased in the last
decade. The rapid growth of the Internet of Things (IoT) systems worldwide has increased …

Botnet detection in IoT devices using random forest classifier with independent component analysis

NS Akash, S Rouf, S Jahan… - … of Information and …, 2022 - e-journal.uum.edu.my
With rapid technological progress in the Internet of Things (IoT), it has become imperative to
concentrate on its security aspect. This paper represents a model that accounts for the …

A survey on botnet detection techniques

S Gaonkar, NF Dessai, J Costa, A Borkar… - … on Emerging Trends …, 2020 - ieeexplore.ieee.org
Due to the increased rate of internet usage, security problems have also increased. One of
the serious threats in network security are Botnets. A Botnet is defined as a collection of …