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Author

Jialiang Xie

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2 papers indexed here

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Oct 2026

Data clustering method based on stable natural neighborhood-based granular ball generation

The existing Granular-Ball (GB) generation methods construct granular-balls for clustering tasks by determining their center locations and sizes according to the local distribution characteristics of the data, making it difficult to accurately characterize clusters with arbitrary shapes. Consequently, the clusterin...

Teng Zhang, Jia-Liang Xie, Da-Jiang Chen et al. · 0 citations
Jul 2026

A granular-ball intuitionistic fuzzy twin support vector machine with RVFL-based feature enhancement for imbalance learning

A novel model, termed granular-ball intuitionistic fuzzy twin support vector machine with RVFL-based feature enhancement (RGBIFTSVM), which employs granular balls (GBs) to mitigate the influence of noise and outliers, and utilizes a random vector functional link (RVFL) network to enhance feature representation in a non...

Xiaohui Liu, Gui-Ying Xie, Jia-Liang Xie · 0 citations

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