Intrusion Detection System

Explainable Intrusion Detection Systems (X-IDS): A Survey of Current Methods, Challenges, and Opportunities

Authors: Subash Neupane, Jesse Ables, William Anderson, Sudip Mittal, Shahram Rahimi, Ioana Banicescu, Maria Seale | Published: 2022-07-13
Model Performance Evaluation
Intrusion Detection System
Transparency and Verification

LBDMIDS: LSTM Based Deep Learning Model for Intrusion Detection Systems for IoT Networks

Authors: Kumar Saurabh, Saksham Sood, P. Aditya Kumar, Uphar Singh, Ranjana Vyas, O. P. Vyas, Rahamatullah Khondoker | Published: 2022-06-23
Intrusion Detection System
Deep Learning Method
Evaluation Method

On Generalisability of Machine Learning-based Network Intrusion Detection Systems

Authors: Siamak Layeghy, Marius Portmann | Published: 2022-05-09
Performance Evaluation
Intrusion Detection System
Attack Detection

Ensemble Classifier Design Tuned to Dataset Characteristics for Network Intrusion Detection

Authors: Zeinab Zoghi, Gursel Serpen | Published: 2022-05-08
Performance Evaluation
Intrusion Detection System
Attack Method

An Online Ensemble Learning Model for Detecting Attacks in Wireless Sensor Networks

Authors: Hiba Tabbaa, Samir Ifzarne, Imad Hafidi | Published: 2022-04-28
Online Learning
Network Node Configuration
Intrusion Detection System

ARLIF-IDS — Attention augmented Real-Time Isolation Forest Intrusion Detection System

Authors: Aman Priyanshu, Sarthak Shastri, Sai Sravan Medicherla | Published: 2022-04-20
Cybersecurity
Intrusion Detection System
Attention Mechanism

FGAN: Federated Generative Adversarial Networks for Anomaly Detection in Network Traffic

Authors: Sankha Das | Published: 2022-03-21
Model Communication
Intrusion Detection System
Generative Adversarial Network

AdIoTack: Quantifying and Refining Resilience of Decision Tree Ensemble Inference Models against Adversarial Volumetric Attacks on IoT Networks

Authors: Arman Pashamokhtari, Gustavo Batista, Hassan Habibi Gharakheili | Published: 2022-03-18
DDoS Attack
IoT Cybersecurity
Intrusion Detection System

NetSentry: A Deep Learning Approach to Detecting Incipient Large-scale Network Attacks

Authors: Haoyu Liu, Paul Patras | Published: 2022-02-20 | Updated: 2022-04-20
DDoS Attack
Intrusion Detection System
Attack Chain Analysis

Assessment of Cyber-Physical Intrusion Detection and Classification for Industrial Control Systems

Authors: Nils Müller, Charalampos Ziras, Kai Heussen | Published: 2022-02-18 | Updated: 2023-01-03
Data Collection
Multi-Class Classification
Intrusion Detection System