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

TenSEAL: A Library for Encrypted Tensor Operations Using Homomorphic Encryption

Authors: Ayoub Benaissa, Bilal Retiat, Bogdan Cebere, Alaa Eddine Belfedhal | Published: 2021-04-07 | Updated: 2021-04-28
プライバシー保護
暗号化技術
機械学習技術

CyberLearning: Effectiveness Analysis of Machine Learning Security Modeling to Detect Cyber-Anomalies and Multi-Attacks

Authors: Iqbal H. Sarker | Published: 2021-03-28
マルチクラス分類
モデル選択手法
機械学習技術

Differentially Private ADMM Algorithms for Machine Learning

Authors: Tao Xu, Fanhua Shang, Yuanyuan Liu, Hongying Liu, Longjie Shen, Maoguo Gong | Published: 2020-10-31
DP-SGD
機械学習技術
評価指標

DNS Covert Channel Detection via Behavioral Analysis: a Machine Learning Approach

Authors: Salvatore Saeli, Federica Bisio, Pierangelo Lombardo, Danilo Massa | Published: 2020-10-04
DNSコバートチャネル
機械学習技術
異常検出手法