IoTGeM: Generalizable Models for Behaviour-Based IoT Attack Detection

2 code implementations • 17 Oct 2023 • Kahraman Kostas, Mike Just, Michael A. Lones

In this paper we present an approach for modelling IoT network attacks that focuses on generalizability, yet also leads to better detection and performance.

Explainable Artificial Intelligence (XAI) feature selection +1

LSTM based IoT Device Identification

1 code implementation • 27 Apr 2023 • Kahraman Kostas

While the use of the Internet of Things is becoming more and more popular, many security vulnerabilities are emerging with the large number of devices being introduced to the market.

CNN based IoT Device Identification

1 code implementation • 27 Apr 2023 • Kahraman Kostas

While the use of the Internet of Things is becoming more and more popular, many security vulnerabilities are emerging with the large number of devices being introduced to the market.

WiFi Based Distance Estimation Using Supervised Machine Learning

1 code implementation • 15 Aug 2022 • Kahraman Kostas, Rabia Yasa Kostas, Francisco Zampella, Firas Alsehly

However, measuring the spatial distance between given set of WiFi fingerprints is heavily affected by the selection of the signal distance function used to model signal space as geospatial distance.

feature selection

IoTDevID: A Behavior-Based Device Identification Method for the IoT

2 code implementations • IEEE Internet of Things Journal 2022 • Kahraman Kostas, Mike Just, Michael A. Lones

Device identification is one way to secure a network of IoT devices, whereby devices identified as suspicious can subsequently be isolated from a network.

Data Augmentation feature selection +1