2 papers
cs.LG2025
LGBQPC: Local Granular-Ball Quality Peaks Clustering
Zihang Jia, Zhen Zhang, Witold Pedrycz
The density peaks clustering (DPC) algorithm has attracted considerable attention for its ability to detect arbitrarily shaped clusters based on a simple yet effective assumption.…
cs.LG2024
Generation of Granular-Balls for Clustering Based on the Principle of Justifiable Granularity
Zihang Jia, Zhen Zhang, Witold Pedrycz
Efficient and robust data clustering remains a challenging task in the field of data analysis. Recent efforts have explored the integration of granular-ball (GB) computing with clu…