Modern synergetic neural network for imbalanced small data classification

Abstract Deep learning’s performance on the imbalanced small data is substantially degraded by overfitting. Recurrent neural networks retain better performance in such tasks by constructing dynamical systems for robustness. Synergetic neural network (SNN), a synergetic-based recurrent neural network...

Full description

Bibliographic Details
Main Authors: Zihao Wang, Haifeng Li, Lin Ma
Format: Article
Language:English
Published: Nature Portfolio 2023-09-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-42689-8