Research on roller bearing fault diagnosis based on robust smooth constrained matrix machine under imbalanced data

H Pan, B Li, J Zheng, J Tong, Q Liu, S Deng - Advanced Engineering …, 2024 - Elsevier
In mechanical health management, the issue of data imbalance is frequently encountered,
particularly in cases where there is an extreme excess or scarcity of data. Although support …

[HTML][HTML] A novel fusion Support Vector Machine integrating weak and sphere models for classification challenges with massive data

JS Pimentel, R Ospina, A Ara - Decision Analytics Journal, 2024 - Elsevier
The unprecedented growth in data generation has necessitated the adoption of advanced
analytical techniques. Support Vector Machine (SVM) is a powerful machine learning tool …