Shuyin Xia

Granular ball computing classifiers for efficient, scalable and robust learning

Shuyin Xia, Yunsheng Liu, Xin Ding et al. · Information Sciences · 2019 · 235 citations

Artificial Intelligence, Engineering, Machine Learning +11

GBNRS: A Novel Rough Set Algorithm for Fast Adaptive Attribute Reduction in Classification

Shuyin Xia, Hao Zhang, Wenhua Li et al. · IEEE Transactions on Knowledge and Data Engineering · 2020 · 215 citations

Search Optimization, Engineering, Machine Learning +18

RSMOTE: A self-adaptive robust SMOTE for imbalanced problems with label noise

Baiyun Chen, Shuyin Xia, Zizhong Chen et al. · Information Sciences · 2020 · 160 citations

Imbalanced Problems, Engineering, Machine Learning +7

A Fast Adaptive k-means with No Bounds

Shuyin Xia, Daowan Peng, Deyu Meng et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2020 · 137 citations

Mathematical Programming, Cluster Computing, Engineering +19

Granular Ball Sampling for Noisy Label Classification or Imbalanced Classification

Shuyin Xia, Shaoyuan Zheng, Guoyin Wang et al. · IEEE Transactions on Neural Networks and Learning Systems · 2021 · 133 citations