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

Sharing FANCI Features: A Privacy Analysis of Feature Extraction for DGA Detection

Authors: Benedikt Holmes, Arthur Drichel, Ulrike Meyer | Published: 2021-10-12
データ生成
プライバシー侵害
機械学習アルゴリズム

Derivative-free Alternating Projection Algorithms for General Nonconvex-Concave Minimax Problems

Authors: Zi Xu, Ziqi Wang, Jingjing Shen, Yuhong Dai | Published: 2021-08-01 | Updated: 2024-01-25
アルゴリズム
ハイパーパラメータ最適化
機械学習アルゴリズム

Synthetic flow-based cryptomining attack generation through Generative Adversarial Networks

Authors: Alberto Mozo, Ángel González-Prieto, Antonio Pastor, Sandra Gómez-Canaval, Edgar Talavera | Published: 2021-07-30
データ生成
ポイズニング
機械学習アルゴリズム