Model Selection

A Primer on Bayesian Neural Networks: Review and Debates

Authors: Julyan Arbel, Konstantinos Pitas, Mariia Vladimirova, Vincent Fortuin | Published: 2023-09-28
Algorithm
Sampling Method
Model Selection

Leveraging Deep Learning Approaches for Deepfake Detection: A Review

Authors: Aniruddha Tiwari, Rushit Dave, Mounika Vanamala | Published: 2023-04-04
Watermarking
Model Selection
Machine Learning Method

Towards Fleet-wide Sharing of Wind Turbine Condition Information through Privacy-preserving Federated Learning

Authors: Lorin Jenkel, Stefan Jonas, Angela Meyer | Published: 2022-12-07 | Updated: 2023-07-12
Privacy Protection Method
Model Selection
Condition Monitoring

A Hypergraph-Based Machine Learning Ensemble Network Intrusion Detection System

Authors: Zong-Zhi Lin, Thomas D. Pike, Mark M. Bailey, Nathaniel D. Bastian | Published: 2022-11-08 | Updated: 2024-09-06
Cyber Attack
Model Selection
Improvement of Learning

Classical ensemble of Quantum-classical ML algorithms for Phishing detection in Ethereum transaction networks

Authors: Anupama Ray, Sai Sakunthala Guddanti, Vishnu Ajith, Dhinakaran Vinayagamurthy | Published: 2022-10-30
Stacking Model
Model Selection
Quantum Neural Network

On the Importance of Architecture and Feature Selection in Differentially Private Machine Learning

Authors: Wenxuan Bao, Luke A. Bauer, Vincent Bindschaedler | Published: 2022-05-13
Performance Evaluation
Privacy Assessment
Model Selection

Ethereum Fraud Detection with Heterogeneous Graph Neural Networks

Authors: Hiroki Kanezashi, Toyotaro Suzumura, Xin Liu, Takahiro Hirofuchi | Published: 2022-03-23 | Updated: 2022-07-04
Model Selection
Link Prediction Method
Structural Learning

The Role of Adaptive Optimizers for Honest Private Hyperparameter Selection

Authors: Shubhankar Mohapatra, Sajin Sasy, Xi He, Gautam Kamath, Om Thakkar | Published: 2021-11-09
DP-SGD
Privacy Risk Management
Model Selection

A Survey of Machine Learning Algorithms for Detecting Ransomware Encryption Activity

Authors: Erik Larsen, David Noever, Korey MacVittie | Published: 2021-10-14
Model Selection
Performance Evaluation Metrics
Machine Learning Algorithm

AI Total: Analyzing Security ML Models with Imperfect Data in Production

Authors: Awalin Sopan, Konstantin Berlin | Published: 2021-10-13
Data Management System
Model Selection
User Activity Analysis