Botnet attack detection in Internet of Things devices over cloud environment via machine learning

M Waqas, K Kumar, AA Laghari… - Concurrency and …, 2022 - Wiley Online Library
With the arrival of the Internet of Things (IoT) many devices such as sensors, nowadays can
communicate with each other and share data easily. However, the IoT paradigm is prone to …

[HTML][HTML] Botnet attack detection by using CNN-LSTM model for Internet of Things applications

H Alkahtani, THH Aldhyani - Security and Communication Networks, 2021 - hindawi.com
The Internet of Things (IoT) has grown rapidly, and nowadays, it is exploited by cyber attacks
on IoT devices. An accurate system to identify malicious attacks on the IoT environment has …

[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 …

Machine learning-based IoT-botnet attack detection with sequential architecture

YN Soe, Y Feng, PI Santosa, R Hartanto, K Sakurai - Sensors, 2020 - mdpi.com
With the rapid development and popularization of Internet of Things (IoT) devices, an
increasing number of cyber-attacks are targeting such devices. It was said that most of the …

Hybrid deep learning for botnet attack detection in the internet-of-things networks

SI Popoola, B Adebisi, M Hammoudeh… - IEEE Internet of …, 2020 - ieeexplore.ieee.org
Deep learning (DL) is an efficient method for botnet attack detection. However, the volume of
network traffic data and memory space required is usually large. It is, therefore, almost …

IoT security: botnet detection in IoT using machine learning

S Pokhrel, R Abbas, B Aryal - arXiv preprint arXiv:2104.02231, 2021 - arxiv.org
The acceptance of Internet of Things (IoT) applications and services has seen an enormous
rise of interest in IoT. Organizations have begun to create various IoT based gadgets …

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 …

Ensemble machine learning techniques for accurate and efficient detection of botnet attacks in connected computers

S Afrifa, V Varadarajan, P Appiahene, T Zhang… - Eng, 2023 - mdpi.com
The transmission of information, ideas, and thoughts requires communication, which is a
crucial component of human contact. The utilization of Internet of Things (IoT) devices is a …

[HTML][HTML] Botnet attack detection in iot using machine learning

K Alissa, T Alyas, K Zafar, Q Abbas… - Computational …, 2022 - hindawi.com
There are an increasing number of Internet of Things (IoT) devices connected to the network
these days, and due to the advancement in technology, the security threads and …

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 …