MLベースの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ベースのIDS
データ前処理
データ収集

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ベースのIDS
パフォーマンス評価
深層学習技術

Machine learning on knowledge graphs for context-aware security monitoring

Authors: Josep Soler Garrido, Dominik Dold, Johannes Frank | Published: 2021-05-18
MLベースのIDS
ユーザー活動解析
知識グラフ

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ベースのIDS
モデル選択
敵対的学習

ADASYN-Random Forest Based Intrusion Detection Model

Authors: Zhewei Chen, Wenwen Yu, Linyue Zhou | Published: 2021-05-10 | Updated: 2022-04-14
MLベースのIDS
クラス不均衡
データ前処理

Advanced Metering Infrastructures: Security Risks and Mitigation

Authors: Gueltoum Bendiab, Konstantinos-Panagiotis Grammatikakis, Ioannis Koufos, Nicholas Kolokotronis, Stavros Shiaeles | Published: 2021-05-10
MLベースのIDS
サイバー攻撃
脆弱性管理

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ベースのIDS
データ前処理
モデル性能評価

Robustness of ML-Enhanced IDS to Stealthy Adversaries

Authors: Vance Wong, John Emanuello | Published: 2021-04-21
MLベースのIDS
特徴エンジニアリング
脅威モデル

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ベースのIDS
サイバー攻撃
データ管理システム

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ベースのIDS
マルチクラス分類
機械学習技術