機械学習手法

Exploiting Multiple EEG Data Domains with Adversarial Learning

Authors: David Bethge, Philipp Hallgarten, Ozan Özdenizci, Ralf Mikut, Albrecht Schmidt, Tobias Grosse-Puppendahl | Published: 2022-04-16
データセット評価
機械学習手法
生成的敵対ネットワーク

Homomorphic Encryption and Federated Learning based Privacy-Preserving CNN Training: COVID-19 Detection Use-Case

Authors: Febrianti Wibawa, Ferhat Ozgur Catak, Salih Sarp, Murat Kuzlu, Umit Cali | Published: 2022-04-16
プライバシー保護技術
暗号プロトコル
機械学習手法

ML Supported Predictions for SAT Solvers Performance

Authors: A. -M. Leventi-Peetz, Jörg-Volker Peetz, Martina Rohde | Published: 2021-12-17
モデル設計
性能評価指標
機械学習手法

Deep Bayesian Learning for Car Hacking Detection

Authors: Laha Ale, Scott A. King, Ning Zhang | Published: 2021-12-17
機械学習手法
深層学習手法
自動運転技術の脆弱性

Model Stealing Attacks Against Inductive Graph Neural Networks

Authors: Yun Shen, Xinlei He, Yufei Han, Yang Zhang | Published: 2021-12-15
グラフ表現学習
敵対的訓練
機械学習手法

Utilizing XAI technique to improve autoencoder based model for computer network anomaly detection with shapley additive explanation(SHAP)

Authors: Khushnaseeb Roshan, Aasim Zafar | Published: 2021-12-14
データ収集
モデル設計
機械学習手法

MuxLink: Circumventing Learning-Resilient MUX-Locking Using Graph Neural Network-based Link Prediction

Authors: Lilas Alrahis, Satwik Patnaik, Muhammad Shafique, Ozgur Sinanoglu | Published: 2021-12-14
リンク予測手法
性能評価指標
機械学習手法

Does Proprietary Software Still Offer Protection of Intellectual Property in the Age of Machine Learning? — A Case Study using Dual Energy CT Data

Authors: Andreas Maier, Seung Hee Yang, Farhad Maleki, Nikesh Muthukrishnan, Reza Forghani | Published: 2021-12-06
医療モニタリングシステム
機械学習の応用
機械学習手法

Evaluation of an Anomaly Detector for Routers using Parameterizable Malware in an IoT Ecosystem

Authors: John Carter, Spiros Mancoridis | Published: 2021-10-29
機械学習の応用
機械学習手法
特徴エンジニアリング

A Machine Learning Approach for DDoS Detection on IoT Devices

Authors: Alireza Seifousadati, Saeid Ghasemshirazi, Mohammad Fathian | Published: 2021-10-28
DDoS攻撃
データ前処理
機械学習手法