ML-Based IDS

Digital Twin-based Intrusion Detection for Industrial Control Systems

Authors: Seba Anna Varghese, Alireza Dehlaghi Ghadim, Ali Balador, Zahra Alimadadi, Panos Papadimitratos | Published: 2022-07-20
ML-Based IDS
Framework
Attack Method

Towards Explainable Meta-Learning for DDoS Detection

Authors: Qianru Zhou, Rongzhen Li, Lei Xu, Arumugam Nallanathan, Jian Yang, Anmin Fu | Published: 2022-04-05 | Updated: 2022-08-16
DDoS Attack
ML-Based IDS
Machine Learning

Detecting In-vehicle Intrusion via Semi-supervised Learning-based Convolutional Adversarial Autoencoders

Authors: Thien-Nu Hoang, Daehee Kim | Published: 2022-04-04
ML-Based IDS
Self-Supervised Learning
Vehicle Network Security

Anomaly-Based Intrusion Detection System for Cyber-Physical System Security

Authors: Riccardo Colelli, Filippo Magri, Stefano Panzieri, Federica Pascucci | Published: 2021-10-25
ML-Based IDS
Simulation Environment
Intrusion Detection System

Orthogonal variance-based feature selection for intrusion detection systems

Authors: Firuz Kamalov, Sherif Moussa, Ziad El Khatib, Adel Ben Mnaouer | Published: 2021-10-25
ML-Based IDS
Machine Learning Algorithm
Feature Extraction Method

Intrusion Detection using Network Traffic Profiling and Machine Learning for IoT

Authors: Joseph Rose, Matthew Swann, Gueltoum Bendiab, Stavros Shiaeles, Nicholas Kolokotronis | Published: 2021-09-06
ML-Based IDS
Cyber Threat
Malware Detection

Unveiling the potential of Graph Neural Networks for robust Intrusion Detection

Authors: David Pujol-Perich, José Suárez-Varela, Albert Cabellos-Aparicio, Pere Barlet-Ros | Published: 2021-07-30
ML-Based IDS
Robustness
Machine Learning Algorithm

Deep Transfer Learning Based Intrusion Detection System for Electric Vehicular Networks

Authors: Sk. Tanzir Mehedi, Adnan Anwar, Ziaur Rahman, Kawsar Ahmed | Published: 2021-07-12
ML-Based IDS
Model Design and Accuracy
Automotive Network Security

Intrusion Detection using Machine Learning Techniques: An Experimental Comparison

Authors: Kathryn-Ann Tait, Jan Sher Khan, Fehaid Alqahtani, Awais Aziz Shah, Fadia Ali Khan, Mujeeb Ur Rehman, Wadii Boulila, Jawad Ahmad | Published: 2021-05-27
ML-Based IDS
Cyber Attack
Classification Pattern Analysis

MTH-IDS: A Multi-Tiered Hybrid Intrusion Detection System for Internet of Vehicles

Authors: Li Yang, Abdallah Moubayed, Abdallah Shami | Published: 2021-05-26
ML-Based IDS
Cyber Attack
Data Preprocessing