Search Results for author: Md. Ashraf Uddin

Found 3 papers, 0 papers with code

Hierarchical Classification for Intrusion Detection System: Effective Design and Empirical Analysis

no code implementations17 Mar 2024 Md. Ashraf Uddin, Sunil Aryal, Mohamed Reda Bouadjenek, Muna Al-Hawawreh, Md. Alamin Talukder

With the increased use of network technologies like Internet of Things (IoT) in many real-world applications, new types of cyberattacks have been emerging.

Classification Intrusion Detection +1

usfAD Based Effective Unknown Attack Detection Focused IDS Framework

no code implementations17 Mar 2024 Md. Ashraf Uddin, Sunil Aryal, Mohamed Reda Bouadjenek, Muna Al-Hawawreh, Md. Alamin Talukder

To address this challenge, we put forth two strategies for semi-supervised learning based IDS where training samples of attacks are not required: 1) training a supervised machine learning model using randomly and uniformly dispersed synthetic attack samples; 2) building a One Class Classification (OCC) model that is trained exclusively on benign network traffic.

Intrusion Detection One-Class Classification

Cannot find the paper you are looking for? You can Submit a new open access paper.