ML-Based IDS

Voting Classifier-based Intrusion Detection for IoT Networks

Authors: Muhammad Almas Khan, Muazzam A Khan, Shahid Latif, Awais Aziz Shah, Mujeeb Ur Rehman, Wadii Boulila, Maha Driss, Jawad Ahmad | Published: 2021-04-20 | Updated: 2021-04-25
ML-Based IDS
Multi-Class Classification
Machine Learning Technology
2021.04.20 2025.05.28
Literature Database

Adversarial Training for Deep Learning-based Intrusion Detection Systems

Authors: Islam Debicha, Thibault Debatty, Jean-Michel Dricot, Wim Mees | Published: 2021-04-20
ML-Based IDS
Backdoor Attack
Adversarial Example
2021.04.20 2025.05.28
Literature Database

Anomaly-Based Intrusion Detection by Machine Learning: A Case Study on Probing Attacks to an Institutional Network

Authors: Emrah Tufan, Cihangir Tezcan, Cengiz Acartürk | Published: 2021-03-31
ML-Based IDS
Machine Learning Method
Anomaly Detection Method
2021.03.31 2025.05.28
Literature Database

Exploring Edge TPU for Network Intrusion Detection in IoT

Authors: Seyedehfaezeh Hosseininoorbin, Siamak Layeghy, Mohanad Sarhan, Raja Jurdak, Marius Portmann | Published: 2021-03-30
ML-Based IDS
Model Selection
Machine Learning Method
2021.03.30 2025.05.28
Literature Database

A flow-based IDS using Machine Learning in eBPF

Authors: Maximilian Bachl, Joachim Fabini, Tanja Zseby | Published: 2021-02-19 | Updated: 2022-03-04
ML-Based IDS
Watermarking
Attack Method
2021.02.19 2025.05.28
Literature Database

Detecting Botnet Attacks in IoT Environments: An Optimized Machine Learning Approach

Authors: MohammadNoor Injadat, Abdallah Moubayed, Abdallah Shami | Published: 2020-12-16
ML-Based IDS
Machine Learning Application
Complexity of the Environment
2020.12.16 2025.05.28
Literature Database

Towards a Universal Features Set for IoT Botnet Attacks Detection

Authors: Faisal Hussain, Syed Ghazanfar Abbas, Ubaid U. Fayyaz, Ghalib A. Shah, Abdullah Toqeer, Ahmad Ali | Published: 2020-12-01
DDoS Attack
ML-Based IDS
Feature Extraction Method
2020.12.01 2025.05.28
Literature Database

SparseIDS: Learning Packet Sampling with Reinforcement Learning

Authors: Maximilian Bachl, Fares Meghdouri, Joachim Fabini, Tanja Zseby | Published: 2020-02-10 | Updated: 2020-05-04
ML-Based IDS
Training Method
Reinforcement Learning
2020.02.10 2025.05.28
Literature Database

Anomaly-based Intrusion Detection in Industrial Data with SVM and Random Forests

Authors: Simon D. Duque Anton, Sapna Sinha, Hans Dieter Schotten | Published: 2019-07-24
ML-Based IDS
Data Dependency
Feature Interdependence
2019.07.24 2025.05.28
Literature Database

CAMLPAD: Cybersecurity Autonomous Machine Learning Platform for Anomaly Detection

Authors: Ayush Hariharan, Ankit Gupta, Trisha Pal | Published: 2019-07-23
ML-Based IDS
Cyber Threat
Data Contamination Detection
2019.07.23 2025.05.28
Literature Database
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