mlsanityData to 7 Oct 2026

An Efficient and Adaptive Granular-ball Generation Method in Classification Problem

arXiv 2201.04343 ↗First posted 12 Jan 2022cs.LGcited by 32

Not on the map. Why?

Abstract (arXiv)

Granular-ball computing is an efficient, robust, and scalable learning method for granular computing. The basis of granular-ball computing is the granular-ball generation method. This paper proposes a method for accelerating the granular-ball generation using the division to replace k-means. It can greatly improve the efficiency of granular-ball generation while ensuring the accuracy similar to the existing method. Besides, a new adaptive method for the granular-ball generation is proposed by considering granular-ball's overlap eliminating and some other factors. This makes the granular-ball generation process of parameter-free and completely adaptive in the true sense. In addition, this paper first provides the mathematical models for the granular-ball covering. The experimental results on some real data sets demonstrate that the proposed two granular-ball generation methods have similar accuracies with the existing method while adaptiveness or acceleration is realized.

Key facts. Cited by 32 papers in the map (data through 7 Oct 2026). Builds on 0 of its 51 references that are in the map. First posted on arXiv 12 Jan 2022.

Builds on

0 of 51 references.

No references here yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2022: 2; 2023: 5; 2024: 9; 2025: 6; 2026: 10.

32 papers.

Sort:

  1. 2023Granular-ball computing: an efficient, robust, and interpretable adaptive multi-granularity representation and computation methodcited by 16
  2. 2023GBG++: A Fast and Stable Granular Ball Generation Method for Classificationcited by 13
  3. 2022GBSVM: Granular-ball Support Vector Machinecited by 10
  4. 2024Granular Ball Twin Support Vector Machinecited by 9
  5. 2023Graph-based Representation for Image based on Granular-ballcited by 4
  6. 2024Open Continual Feature Selection via Granular-Ball Knowledge Transfercited by 4
  7. 2024Granular-ball Representation Learning for Deep CNN on Learning with Label Noisecited by 2
  8. 2024GBCT: An Efficient and Adaptive Granular-Ball Clustering Algorithm for Complex Datacited by 2
  9. 2026MDL-GBG: A Non-parametric and Interpretable Granular-Ball Generation Method for Clusteringcited by 2
  10. 2022Granular-Ball Fuzzy Set and Its Implementation in SVMcited by 1
  11. 2024A robust three-way classifier with shadowed granular-balls based on justifiable granularitycited by 1
  12. 2024Granular-Balls based Fuzzy Twin Support Vector Machine for Classificationcited by 1
20 more
  1. 2024Enhancing Robustness and Efficiency of Least Square Twin SVM via Granular Computingcited by 1
  2. 2025Granular Ball Guided Masking: Structure-aware Data Augmentationcited by 1
  3. 2026A Boundary-Aware Non-parametric Granular-Ball Classifier Based on Minimum Description Lengthcited by 1
  4. 2026Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimizationcited by 1
  5. 2023Research on Efficient Fuzzy Clustering Method Based on Local Fuzzy Granular ballscited by 0
  6. 2023Algebraic, Topological, and Mereological Foundations of Existential Granulescited by 0
  7. 2024EvoSampling: A Granular Ball-based Evolutionary Hybrid Sampling with Knowledge Transfer for Imbalanced Learningcited by 0
  8. 2024GBRIP: Granular Ball Representation for Imbalanced Partial Label Learningcited by 0
  9. 2025GBSVR: Granular Ball Support Vector Regressioncited by 0
  10. 2025LGBQPC: Local Granular-Ball Quality Peaks Clusteringcited by 0
  11. 2025Approximate Borderline Sampling using Granular-Ball for Classification Taskscited by 0
  12. 2025GAdaBoost: An Efficient and Robust AdaBoost Algorithm Based on Granular-Ball Structurecited by 0
  13. 2025GBSK: Skeleton Clustering via Granular-ball Computing and Multi-Sampling for Large-Scale Datacited by 0
  14. 2026Granular Ball Guided Stable Latent Domain Discovery for Domain-General Crowd Countingcited by 0
  15. 2026Multi-view Graph Convolutional Network with Fully Leveraging Consistency via Granular-ball-based Topology Construction, Feature Enhancement and Interactive Fusioncited by 0
  16. 2026Square Superpixel Generation and Representation Learning via Granular Ball Computingcited by 0
  17. 2026SCGNN: Semantic Consistency enhanced Graph Neural Network Guided by Granular-ball Computingcited by 0
  18. 2026Towards Faithful Graph Explanations with Synergistic Edge Effects via Granular Ballscited by 0
  19. 20263DGBGS: 3D Granular Ball Gaussian Splatting for Compact Novel View Synthesiscited by 0
  20. 2026QGB-WkNN: Quantum Granular-Ball Learning for Robust Classificationcited by 0