Anomaly Detection Method

Detecting Unknown Encrypted Malicious Traffic in Real Time via Flow Interaction Graph Analysis

Authors: Chuanpu Fu, Qi Li, Ke Xu | Published: 2023-01-31
Data Collection
Encrypted Traffic Detection
Anomaly Detection Method

A White-Box Adversarial Attack Against a Digital Twin

Authors: Wilson Patterson, Ivan Fernandez, Subash Neupane, Milan Parmar, Sudip Mittal, Shahram Rahimi | Published: 2022-10-25
Cyber Attack
Adversarial Training
Anomaly Detection Method

GFCL: A GRU-based Federated Continual Learning Framework against Data Poisoning Attacks in IoV

Authors: Anum Talpur, Mohan Gurusamy | Published: 2022-04-23 | Updated: 2022-09-12
Data Contamination Detection
Anomaly Detection Method
Vehicle Network Security

Block Hunter: Federated Learning for Cyber Threat Hunting in Blockchain-based IIoT Networks

Authors: Abbas Yazdinejad, Ali Dehghantanha, Reza M. Parizi, Mohammad Hammoudeh, Hadis Karimipour, Gautam Srivastava | Published: 2022-04-21
Privacy Protection Method
Fundamentals of Machine Learning
Anomaly Detection Method

Machine Learning-Enabled IoT Security: Open Issues and Challenges Under Advanced Persistent Threats

Authors: Zhiyan Chen, Jinxin Liu, Yu Shen, Murat Simsek, Burak Kantarci, Hussein T. Mouftah, Petar Djukic | Published: 2022-04-07 | Updated: 2022-04-17
Characteristics of APT Attacks
Security Analysis
Anomaly Detection Method

Unsupervised Network Intrusion Detection System for AVTP in Automotive Ethernet Networks

Authors: Natasha Alkhatib, Maria Mushtaq, Hadi Ghauch, Jean-Luc Danger | Published: 2022-01-31 | Updated: 2022-04-25
Deep Learning-Based IDS
Anomaly Detection Method
Automotive Network Security

An Automated Data Engineering Pipeline for Anomaly Detection of IoT Sensor Data

Authors: Xinze Li, Baixi Zou | Published: 2021-09-28
Data Extraction and Analysis
Data-Driven Clustering
Anomaly Detection Method

Modern Cybersecurity Solution using Supervised Machine Learning

Authors: Mustafa Sakhai, Maciej Wielgosz | Published: 2021-09-15
Performance Evaluation
Machine Learning Application
Anomaly Detection Method

Realtime Robust Malicious Traffic Detection via Frequency Domain Analysis

Authors: Chuanpu Fu, Qi Li, Meng Shen, Ke Xu | Published: 2021-06-28 | Updated: 2021-09-16
Feature Extraction Method
Anomaly Detection Method
Communication Analysis

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