ML-Based IDS

Data Curation and Quality Assurance for Machine Learning-based Cyber Intrusion Detection

Authors: Haihua Chen, Ngan Tran, Anand Sagar Thumati, Jay Bhuyan, Junhua Ding | Published: 2021-05-20
ML-Based IDS
Data Preprocessing
Data Collection

Hunter in the Dark: Discover Anomalous Network Activity Using Deep Ensemble Network

Authors: Shiyi Yang, Hui Guo, Nour Moustafa | Published: 2021-05-19 | Updated: 2021-09-01
ML-Based IDS
Performance Evaluation
Deep Learning Technology

Machine learning on knowledge graphs for context-aware security monitoring

Authors: Josep Soler Garrido, Dominik Dold, Johannes Frank | Published: 2021-05-18
ML-Based IDS
User Activity Analysis
Knowledge Graph

Cybersecurity Anomaly Detection in Adversarial Environments

Authors: David A. Bierbrauer, Alexander Chang, Will Kritzer, Nathaniel D. Bastian | Published: 2021-05-14 | Updated: 2021-11-02
ML-Based IDS
Model Selection
Adversarial Learning

ADASYN-Random Forest Based Intrusion Detection Model

Authors: Zhewei Chen, Wenwen Yu, Linyue Zhou | Published: 2021-05-10 | Updated: 2022-04-14
ML-Based IDS
Class Imbalance
Data Preprocessing

Advanced Metering Infrastructures: Security Risks and Mitigation

Authors: Gueltoum Bendiab, Konstantinos-Panagiotis Grammatikakis, Ioannis Koufos, Nicholas Kolokotronis, Stavros Shiaeles | Published: 2021-05-10
ML-Based IDS
Cyber Attack
Vulnerability Management

Extending Isolation Forest for Anomaly Detection in Big Data via K-Means

Authors: Md Tahmid Rahman Laskar, Jimmy Huang, Vladan Smetana, Chris Stewart, Kees Pouw, Aijun An, Stephen Chan, Lei Liu | Published: 2021-04-27
ML-Based IDS
Data Preprocessing
Model Performance Evaluation

Robustness of ML-Enhanced IDS to Stealthy Adversaries

Authors: Vance Wong, John Emanuello | Published: 2021-04-21
ML-Based IDS
Feature Engineering
Threat Model

On Generating and Labeling Network Traffic with Realistic, Self-Propagating Malware

Authors: Molly Buchanan, Jeffrey W. Collyer, Jack W. Davidson, Saikat Dey, Mark Gardner, Jason D. Hiser, Jeffry Lang, Alastair Nottingham, Alina Oprea | Published: 2021-04-20 | Updated: 2022-05-27
ML-Based IDS
Cyber Attack
Data Management System

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