2 papers
cs.LG2025
GAdaBoost: An Efficient and Robust AdaBoost Algorithm Based on Granular-Ball Structure
Qin Xie, Qinghua Zhang, Shuyin Xia +2
Adaptive Boosting (AdaBoost) faces significant challenges posed by label noise, especially in multiclass classification tasks. Existing methods either lack mechanisms to handle lab…
cs.LG2024
A robust three-way classifier with shadowed granular-balls based on justifiable granularity
Jie Yang, Lingyun Xiaodiao, Guoyin Wang +4
The granular-ball (GB)-based classifier introduced by Xia, exhibits adaptability in creating coarse-grained information granules for input, thereby enhancing its generality and fle…