機械学習アルゴリズム

HAPSSA: Holistic Approach to PDF Malware Detection Using Signal and Statistical Analysis

Authors: Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Satish Chikkagoudar, Shivkumar Chandrasekaran, B. S. Manjunath | Published: 2021-11-08
PDFマルウェア分析
データセット生成
機械学習アルゴリズム

A Comparative Analysis of Machine Learning Algorithms for Intrusion Detection in Edge-Enabled IoT Networks

Authors: Poornima Mahadevappa, Syeda Mariam Muzammal, Raja Kumar Murugesan | Published: 2021-11-02
データセット評価
機械学習アルゴリズム
自動化された侵入検知システム

DP-XGBoost: Private Machine Learning at Scale

Authors: Nicolas Grislain, Joan Gonzalvez | Published: 2021-10-25
アルゴリズム設計
プライバシー保護
機械学習アルゴリズム

Orthogonal variance-based feature selection for intrusion detection systems

Authors: Firuz Kamalov, Sherif Moussa, Ziad El Khatib, Adel Ben Mnaouer | Published: 2021-10-25
MLベースのIDS
機械学習アルゴリズム
特徴抽出手法

Poisoning Attacks on Fair Machine Learning

Authors: Minh-Hao Van, Wei Du, Xintao Wu, Aidong Lu | Published: 2021-10-17
敵対的攻撃手法
機械学習アルゴリズム

A Modern Analysis of Aging Machine Learning Based IoT Cybersecurity Methods

Authors: Sam Strecker, Rushit Dave, Nyle Siddiqui, Naeem Seliya | Published: 2021-10-15
サイバーセキュリティの自動化
機械学習アルゴリズム
自動脆弱性修復

Machine Learning Algorithms In User Authentication Schemes

Authors: Laura Pryor, Rushit Dave, Naeem Seliya, Evelyn R Sowells Boone | Published: 2021-10-15
ユーザー活動解析
性能評価指標
機械学習アルゴリズム

A Survey of Machine Learning Algorithms for Detecting Ransomware Encryption Activity

Authors: Erik Larsen, David Noever, Korey MacVittie | Published: 2021-10-14
モデル選択
性能評価指標
機械学習アルゴリズム

Bandwidth Utilization Side-Channel on ML Inference Accelerators

Authors: Sarbartha Banerjee, Shijia Wei, Prakash Ramrakhyani, Mohit Tiwari | Published: 2021-10-14
リソース消費分析
敵対的攻撃手法
機械学習アルゴリズム

Not all noise is accounted equally: How differentially private learning benefits from large sampling rates

Authors: Friedrich Dörmann, Osvald Frisk, Lars Nørvang Andersen, Christian Fischer Pedersen | Published: 2021-10-12
DP-SGD
プライバシー侵害
機械学習アルゴリズム