異常検出手法

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
プライバシー保護手法
機械学習の基礎
異常検出手法

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
APT攻撃の特性
セキュリティ分析
異常検出手法

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
深層学習に基づくIDS
異常検出手法
自動車ネットワークセキュリティ

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

Authors: Xinze Li, Baixi Zou | Published: 2021-09-28
データ抽出と分析
データ駆動型クラスタリング
異常検出手法

Modern Cybersecurity Solution using Supervised Machine Learning

Authors: Mustafa Sakhai, Maciej Wielgosz | Published: 2021-09-15
性能評価
機械学習の応用
異常検出手法

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
特徴抽出手法
異常検出手法
通信解析

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ベースのIDS
機械学習手法
異常検出手法

MISA: Online Defense of Trojaned Models using Misattributions

Authors: Panagiota Kiourti, Wenchao Li, Anirban Roy, Karan Sikka, Susmit Jha | Published: 2021-03-29 | Updated: 2021-09-23
敵対的サンプルの脆弱性
異常検出手法
脅威モデリング

Intrusion Detection Systems for IoT: opportunities and challenges offered by Edge Computing and Machine Learning

Authors: Pietro Spadaccino, Francesca Cuomo | Published: 2020-12-02 | Updated: 2022-04-14
機械学習
異常検出手法
通信効率

Machine Learning-Based Early Detection of IoT Botnets Using Network-Edge Traffic

Authors: Ayush Kumar, Mrinalini Shridhar, Sahithya Swaminathan, Teng Joon Lim | Published: 2020-10-22
データセット評価
機械学習の応用
異常検出手法