An anomaly detection model for IoT networks based on flow and flag features using a feed-forward neural network
I Ullah, QH Mahmoud - 2022 IEEE 19th Annual Consumer …, 2022 - ieeexplore.ieee.org
The security of IoT networks is becoming increasingly challenging, and anomaly detection
for IoT network traffic is a critical technique for addressing this issue. However, extracting …
for IoT network traffic is a critical technique for addressing this issue. However, extracting …
A two-level hybrid model for anomalous activity detection in IoT networks
I Ullah, QH Mahmoud - 2019 16th IEEE Annual Consumer …, 2019 - ieeexplore.ieee.org
In this paper we propose a two-level hybrid anomalous activity detection model for intrusion
detection in IoT networks. The level-1 model uses flow-based anomaly detection, which is …
detection in IoT networks. The level-1 model uses flow-based anomaly detection, which is …
A two-level flow-based anomalous activity detection system for IoT networks
I Ullah, QH Mahmoud - Electronics, 2020 - mdpi.com
The significant increase of the Internet of Things (IoT) devices in smart homes and other
smart infrastructure, and the recent attacks on these IoT devices, are motivating factors to …
smart infrastructure, and the recent attacks on these IoT devices, are motivating factors to …
Towards a hybrid deep learning model for anomalous activities detection in internet of things networks
The tremendous number of Internet of Things (IoT) applications, with their ubiquity, has
provided us with unprecedented productivity and simplified our daily life. At the same time …
provided us with unprecedented productivity and simplified our daily life. At the same time …
[PDF][PDF] Attack and anomaly detection in IoT networks using supervised machine learning approaches.
H Tyagi, R Kumar - Revue d'Intelligence Artificielle, 2021 - researchgate.net
Accepted: 9 February 2021 IoT is characterized by communication between things (devices)
that constantly share data, analyze, and make decisions while connected to the internet …
that constantly share data, analyze, and make decisions while connected to the internet …
Intrusion detection using network traffic profiling and machine learning for IoT
JR Rose, M Swann, G Bendiab… - 2021 IEEE 7th …, 2021 - ieeexplore.ieee.org
The rapid increase in the use of IoT devices brings many benefits to the digital society,
ranging from improved efficiency to higher productivity. However, the limited resources and …
ranging from improved efficiency to higher productivity. However, the limited resources and …
A technique for generating a botnet dataset for anomalous activity detection in IoT networks
I Ullah, QH Mahmoud - 2020 IEEE International Conference on …, 2020 - ieeexplore.ieee.org
In recent times, the number of Internet of Things (IoT) devices and the applications
developed for these devices has increased; as a result, these IoT devices are targeted by …
developed for these devices has increased; as a result, these IoT devices are targeted by …
A two-tier hybrid ensemble learning pipeline for intrusion detection systems in IoT networks
D Srivastav, P Srivastava - Journal of Ambient Intelligence and Humanized …, 2023 - Springer
With an increasing number of network devices, the need for a robust intrusion detection
system is also increasing for ensuring ubiquitous and secure Internet of Things (IoT) network …
system is also increasing for ensuring ubiquitous and secure Internet of Things (IoT) network …
IoT dataset validation using machine learning techniques for traffic anomaly detection
With advancements in engineering and science, the application of smart systems is
increasing, generating a faster growth of the IoT network traffic. The limitations due to IoT …
increasing, generating a faster growth of the IoT network traffic. The limitations due to IoT …
Enhanced anomaly detection system for iot based on improved dynamic SBPSO
The Internet of Things (IoT) supports human endeavors by creating smart environments.
Although the IoT has enabled many human comforts and enhanced business opportunities …
Although the IoT has enabled many human comforts and enhanced business opportunities …