機械学習

Swipe dynamics as a means of authentication: results from a Bayesian unsupervised approach

Authors: Parker Lamb, Alexander Millar, Ramon Fuentes | Published: 2020-07-27 | Updated: 2020-10-13
ベイズ分類
ユーザー行動の変化
機械学習

Federated Learning and Differential Privacy: Software tools analysis, the Sherpa.ai FL framework and methodological guidelines for preserving data privacy

Authors: Nuria Rodríguez-Barroso, Goran Stipcich, Daniel Jiménez-López, José Antonio Ruiz-Millán, Eugenio Martínez-Cámara, Gerardo González-Seco, M. Victoria Luzón, Miguel Ángel Veganzones, Francisco Herrera | Published: 2020-07-02 | Updated: 2020-10-06
プライバシー管理
機械学習
連合学習

COVID-19 and Your Smartphone: BLE-based Smart Contact Tracing

Authors: Pai Chet Ng, Petros Spachos, Konstantinos Plataniotis | Published: 2020-05-28
パフォーマンス評価
プライバシー評価
機械学習

On the Difficulty of Membership Inference Attacks

Authors: Shahbaz Rezaei, Xin Liu | Published: 2020-05-27 | Updated: 2021-03-22
パフォーマンス評価
攻撃の評価
機械学習

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

A Protection against the Extraction of Neural Network Models

Authors: Hervé Chabanne, Vincent Despiegel, Linda Guiga | Published: 2020-05-26 | Updated: 2020-07-31
敵対的攻撃
機械学習
機械学習技術

Deep Learning for Insider Threat Detection: Review, Challenges and Opportunities

Authors: Shuhan Yuan, Xintao Wu | Published: 2020-05-25
機械学習
機械学習技術
脅威モデル

Malware Detection at the Microarchitecture Level using Machine Learning Techniques

Authors: Abigail Kwan | Published: 2020-05-25
機械学習
機械学習技術
特徴抽出手法

Adversarial Machine Learning in Network Intrusion Detection Systems

Authors: Elie Alhajjar, Paul Maxwell, Nathaniel D. Bastian | Published: 2020-04-23
敵対的サンプル
敵対的攻撃手法
機械学習

ArchNet: Data Hiding Model in Distributed Machine Learning System

Authors: Kaiyan Chang, Wei Jiang, Jinyu Zhan, Zicheng Gong, Weijia Pan | Published: 2020-04-23 | Updated: 2020-05-31
暗号化プロトコル
機械学習
画像処理