機械学習技術

A Low-Cost Machine Learning Based Network Intrusion Detection System with Data Privacy Preservation

Authors: Jyoti Fakirah, Lauhim Mahfuz Zishan, Roshni Mooruth, Michael N. Johnstone, Wencheng Yang | Published: 2021-07-06
プライバシー分析
モデル性能評価
機械学習技術

Machine Learning for Fraud Detection in E-Commerce: A Research Agenda

Authors: Niek Tax, Kees Jan de Vries, Mathijs de Jong, Nikoleta Dosoula, Bram van den Akker, Jon Smith, Olivier Thuong, Lucas Bernardi | Published: 2021-07-05
アクティブラーニング
機械学習技術
犯罪行為検出

Android Malware Category and Family Detection and Identification using Machine Learning

Authors: Ahmed Hashem El Fiky, Ayman El Shenawy, Mohamed Ashraf Madkour | Published: 2021-07-05
セキュリティ分析
機械学習
機械学習技術

Logic Locking at the Frontiers of Machine Learning: A Survey on Developments and Opportunities

Authors: Dominik Sisejkovic, Lennart M. Reimann, Elmira Moussavi, Farhad Merchant, Rainer Leupers | Published: 2021-07-05 | Updated: 2021-11-23
攻撃の評価
機械学習の応用
機械学習技術

Machine Learning for Malware Evolution Detection

Authors: Lolitha Sresta Tupadha, Mark Stamp | Published: 2021-07-04
マルウェア進化
機械学習の応用
機械学習技術

Leveraging Sharing Communities to Achieve Federated Learning for Cybersecurity

Authors: Frank W. Bentrem, Michael A. Corsello, Joshua J. Palm | Published: 2021-04-23 | Updated: 2021-04-27
サイバーセキュリティの自動化
モデル設計
機械学習技術

Collaborative Information Sharing for ML-Based Threat Detection

Authors: Talha Ongun, Simona Boboila, Alina Oprea, Tina Eliassi-Rad, Alastair Nottingham, Jason Hiser, Jack Davidson | Published: 2021-04-23
プライバシー保護
機械学習技術
脅威モデル

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

Mapping the Internet: Modelling Entity Interactions in Complex Heterogeneous Networks

Authors: Simon Mandlik, Tomas Pevny | Published: 2021-04-19 | Updated: 2022-06-08
ポイズニング
モデル設計
機械学習技術

Orthogonalizing Convolutional Layers with the Cayley Transform

Authors: Asher Trockman, J. Zico Kolter | Published: 2021-04-14
モデル設計
リソース最適化
機械学習技術