Xia, Shuyin

1. An Efficient and Adaptive Granular-ball Generation Method in Classification Problem
   2022/01/12 by Xia, Shuyin, Dai, Xiaochuan, Wang, Guoyin +2 · 4 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
2. Granular-ball computing: an efficient, robust, and interpretable adaptive multi-granularity representation and computation method
   2023/04/21 by Shuyin Xia, Guoyin Wang, Xia, Shuyin +5 · 3 citations
   Computer Science · Dentistry · #Artificial Intelligence (cs.AI) #Dental Radiography and Imaging #FOS: Computer and information sciences #Machine Learning (cs.LG) #Oral and Maxillofacial Pathology #Rough Sets and Fuzzy Logic
3. GBG++: A Fast and Stable Granular Ball Generation Method for Classification
   2023/05/29 by Qin Xie, Xie, Qin, Qinghua Zhang +11 · 2 citations
   Engineering · Dentistry · Computer Science · #Infrastructure Maintenance and Monitoring #Oral and Maxillofacial Pathology #Anomaly Detection Techniques and Applications
4. Graph Coarsening via Supervised Granular-Ball for Scalable Graph Neural Network Training
   2024/12/18 by Shuyin Xia, Xia, Shuyin, Xinjun Ma +9 · 3 citations
   Computer Science · Neuroscience · #Advanced Graph Neural Networks #Brain Tumor Detection and Classification #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG)
5. GBC: An Efficient and Adaptive Clustering Algorithm Based on Granular-Ball
   2022/05/29 by Xia, Shuyin, Xie, Jiang, Wang, Guoyin · 1 citation
   #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
6. Granular-Ball Fuzzy Set and Its Implementation in SVM
   2022/10/21 by Shuyin Xia, Xiaoyu Lian, Xia, Shuyin +4 · 1 citation
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Fuzzy Logic and Control Systems #Machine Learning (cs.LG) #Neural Networks and Applications #Rough Sets and Fuzzy Logic
7. A Unified Granular-ball Learning Model of Pawlak Rough Set and Neighborhood Rough Set
   2022/01/10 by Shuyin Xia, Cheng Wang, Xia, Shuyin +13 · 1 citation
   Computer Science · #Rough Sets and Fuzzy Logic
8. Granular-ball Representation Learning for Deep CNN on Learning with Label Noise
   2024/09/05 by Dai, Dawei, Zhu, Hao, Xia, Shuyin +1 · 1 citation
   #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
9. GBGC: Efficient and Adaptive Graph Coarsening via Granular-ball Computing
   2025/06/24 by Shuyin Xia, Xia, Shuyin, Guan Wang +7 · 1 citation
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #DNA and Biological Computing #FOS: Computer and information sciences #Graph Theory and Algorithms
10. HumanVLM: Foundation for Human-Scene Vision-Language Model
    2024/11/05 by Dai, Dawei, Long, Xu, Yutang, Li +2 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Multimedia (cs.MM)
11. PA-LLaVA: A Large Language-Vision Assistant for Human Pathology Image Understanding
    2024/08/18 by Dawei Dai, Yuanhui Zhang, Dai, Dawei +11 · 1 citation
    Computer Science · Medicine · #AI in cancer detection #COVID-19 diagnosis using AI #Digital Imaging for Blood Diseases
12. Finding Time Series Anomalies using Granular-ball Vector Data Description
    2025/11/15 by Lifeng Shen, Shen, Lifeng, Liang Peng +7 · 1 citation
    Computer Science · #Anomaly Detection Techniques and Applications #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Time Series Analysis and Forecasting