Machine Learning Method

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
Dataset evaluation
Machine Learning Method
Generative Adversarial Network

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
Privacy Enhancing Technology
Cryptographic Protocol
Machine Learning Method

ML Supported Predictions for SAT Solvers Performance

Authors: A. -M. Leventi-Peetz, Jörg-Volker Peetz, Martina Rohde | Published: 2021-12-17
Model Design
Performance Evaluation Metrics
Machine Learning Method

Deep Bayesian Learning for Car Hacking Detection

Authors: Laha Ale, Scott A. King, Ning Zhang | Published: 2021-12-17
Machine Learning Method
Deep Learning Method
Vulnerabilities in Autonomous Driving Technology

Model Stealing Attacks Against Inductive Graph Neural Networks

Authors: Yun Shen, Xinlei He, Yufei Han, Yang Zhang | Published: 2021-12-15
Graph Representation Learning
Adversarial Training
Machine Learning Method

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
Data Collection
Model Design
Machine Learning Method

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
Link Prediction Method
Performance Evaluation Metrics
Machine Learning Method

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
Medical Monitoring System
Machine Learning Application
Machine Learning Method

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

Authors: John Carter, Spiros Mancoridis | Published: 2021-10-29
Machine Learning Application
Machine Learning Method
Feature Engineering

A Machine Learning Approach for DDoS Detection on IoT Devices

Authors: Alireza Seifousadati, Saeid Ghasemshirazi, Mohammad Fathian | Published: 2021-10-28
DDoS Attack
Data Preprocessing
Machine Learning Method