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

Federated Model Distillation with Noise-Free Differential Privacy

Authors: Lichao Sun, Lingjuan Lyu | Published: 2020-09-11 | Updated: 2021-05-21
性能評価
機械学習技術
評価手法

Attribute Privacy: Framework and Mechanisms

Authors: Wanrong Zhang, Olga Ohrimenko, Rachel Cummings | Published: 2020-09-08 | Updated: 2021-05-11
データ生成
暗号学
機械学習技術

A Survey of Machine Learning Methods for Detecting False Data Injection Attacks in Power Systems

Authors: Ali Sayghe, Yaodan Hu, Ioannis Zografopoulos, XiaoRui Liu, Raj Gautam Dutta, Yier Jin, Charalambos Konstantinou | Published: 2020-08-16
敵対的サンプル
機械学習技術
評価手法

Network Intrusion Detection Using Wrapper-based Decision Tree for Feature Selection

Authors: Mubarak Albarka Umar, Chen Zhanfang, Yan Liu | Published: 2020-08-11
機械学習技術
決定木
評価手法

Stochastic Security: Adversarial Defense Using Long-Run Dynamics of Energy-Based Models

Authors: Mitch Hill, Jonathan Mitchell, Song-Chun Zhu | Published: 2020-05-27 | Updated: 2021-03-18
敵対的サンプル
敵対的攻撃
機械学習技術

SafeML: Safety Monitoring of Machine Learning Classifiers through Statistical Difference Measure

Authors: Koorosh Aslansefat, Ioannis Sorokos, Declan Whiting, Ramin Tavakoli Kolagari, Yiannis Papadopoulos | Published: 2020-05-27
アルゴリズム
機械学習
機械学習技術