2025
Adversarial attack method based on enhanced spatial momentum.
Int. J. Mach. Learn. Cybern., February, 2025
GBRS: A Unified Granular-Ball Learning Model of Pawlak Rough Set and Neighborhood Rough Set.
IEEE Trans. Neural Networks Learn. Syst., January, 2025
GBFRS: Robust Fuzzy Rough Sets via Granular-ball Computing.
CoRR, January, 2025
A New Perspective on Privacy Protection in Federated Learning with Granular-Ball Computing.
CoRR, January, 2025
Geometry-semantic aware for monocular 3D Semantic Scene Completion.
Pattern Recognit., 2025
Con-MGSVM: Controllable multi-granularity support vector algorithm for classification and regression.
Inf. Fusion, 2025
2024
A Fast Granular-Ball-Based Density Peaks Clustering Algorithm for Large-Scale Data.
IEEE Trans. Neural Networks Learn. Syst., December, 2024
Open Continual Feature Selection via Granular-Ball Knowledge Transfer.
IEEE Trans. Knowl. Data Eng., December, 2024
MGNR: A Multi-Granularity Neighbor Relationship and Its Application in KNN Classification and Clustering Methods.
IEEE Trans. Pattern Anal. Mach. Intell., December, 2024
Granular-Ball Fuzzy Set and Its Implement in SVM.
IEEE Trans. Knowl. Data Eng., November, 2024
Confidence-Induced Granular Partial Label Feature Selection via Dependency and Similarity.
IEEE Trans. Knowl. Data Eng., November, 2024
Three-Way Approximations Fusion With Granular-Ball Computing to Guide Multigranularity Fuzzy Entropy for Feature Selection.
IEEE Trans. Fuzzy Syst., October, 2024
Effective Value Analysis of Fuzzy Similarity Relation in HQSS for Efficient Granulation.
IEEE Trans. Neural Networks Learn. Syst., September, 2024
K-Means Clustering With Natural Density Peaks for Discovering Arbitrary-Shaped Clusters.
IEEE Trans. Neural Networks Learn. Syst., August, 2024
3WC-GBNRS++: A Novel Three-Way Classifier With Granular-Ball Neighborhood Rough Sets Based on Uncertainty.
IEEE Trans. Fuzzy Syst., August, 2024
LGRL: Local-Global Representation Learning for On-the-Fly FG-SBIR.
IEEE Trans. Big Data, August, 2024
Quantum image edge detection based on Laplacian of Gaussian operator.
Quantum Inf. Process., May, 2024
A multi-granular general evolutionary computation framework by fully utilizing the eliminated particles.
Int. J. Mach. Learn. Cybern., May, 2024
An Efficient and Adaptive Granular-Ball Generation Method in Classification Problem.
IEEE Trans. Neural Networks Learn. Syst., April, 2024
GBG++: A Fast and Stable Granular Ball Generation Method for Classification.
IEEE Trans. Emerg. Top. Comput. Intell., April, 2024
A multi-level semantic-assisted unsupervised heterogeneous network representation learning model.
Neurocomputing, March, 2024
One-Stage Deep Edge Detection Based on Dense-Scale Feature Fusion and Pixel-Level Imbalance Learning.
IEEE Trans. Artif. Intell., January, 2024
GB-DBSCAN: A fast granular-ball based DBSCAN clustering algorithm.
Inf. Sci., 2024
An adaptive density clustering approach with multi-granularity fusion.
Inf. Fusion, 2024
Granular-ball computing-based manifold clustering algorithms for ultra-scalable data.
Expert Syst. Appl., 2024
Factors affecting forensic electric network frequency matching - A comprehensive study.
Digit. Commun. Networks, 2024
Graph Coarsening via Supervised Granular-Ball for Scalable Graph Neural Network Training.
CoRR, 2024
Multi-Granularity Open Intent Classification via Adaptive Granular-Ball Decision Boundary.
CoRR, 2024
EvoSampling: A Granular Ball-based Evolutionary Hybrid Sampling with Knowledge Transfer for Imbalanced Learning.
CoRR, 2024
HumanVLM: Foundation for Human-Scene Vision-Language Model.
CoRR, 2024
GBCT: An Efficient and Adaptive Granular-Ball Clustering Algorithm for Complex Data.
CoRR, 2024
Granular-ball Representation Learning for Deep CNN on Learning with Label Noise.
CoRR, 2024
A robust three-way classifier with shadowed granular-balls based on justifiable granularity.
CoRR, 2024
BTSC: Binary tree structure convolution layers for building interpretable decision-making deep CNN.
CAAI Trans. Intell. Technol., 2024
Three-Way Decision of Granular-Ball Rough Sets Based on Fuzziness.
Proceedings of the Rough Sets - International Joint Conference, 2024
GB<sub>RAIN</sub>: Combating Textual Label Noise by Granular-ball based Robust Training.
Proceedings of the 2024 International Conference on Multimedia Retrieval, 2024
Text Adversarial Defense via Granular-Ball Sample Enhancement.
Proceedings of the 2024 International Conference on Multimedia Retrieval, 2024
Unlock the Cognitive Generalization of Deep Reinforcement Learning via Granular Ball Representation.
Proceedings of the Forty-first International Conference on Machine Learning, 2024
An Efficient Fuzzy Stream Clustering Method Based on Granular-Ball Structure.
Proceedings of the 40th IEEE International Conference on Data Engineering, 2024
W-GBC: An Adaptive Weighted Clustering Method Based on Granular-Ball Structure.
Proceedings of the 40th IEEE International Conference on Data Engineering, 2024
PA-LLaVA: A Large Language-Vision Assistant for Human Pathology Image Understanding.
Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2024
Multi-Granularity Causal Structure Learning.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024
2023
A Neighborhood Covering Classifier Based on Optimal Granularity of Fuzzy Quotient Space.
IEEE Trans. Fuzzy Syst., October, 2023
Bi-LSTM Sequence Modeling for On-The-Fly Fine-Grained Sketch-Based Image Retrieval.
IEEE Trans. Artif. Intell., October, 2023
Incremental Learning Based on Granular Ball Rough Sets for Classification in Dynamic Mixed-Type Decision System.
IEEE Trans. Knowl. Data Eng., September, 2023
An Efficient Spectral Clustering Algorithm Based on Granular-Ball.
IEEE Trans. Knowl. Data Eng., September, 2023
GRRS: Accurate and Efficient Neighborhood Rough Set for Feature Selection.
IEEE Trans. Knowl. Data Eng., September, 2023
An Efficient and Accurate Rough Set for Feature Selection, Classification, and Knowledge Representation.
IEEE Trans. Knowl. Data Eng., August, 2023
Granular Ball Sampling for Noisy Label Classification or Imbalanced Classification.
IEEE Trans. Neural Networks Learn. Syst., April, 2023
Discriminative and Geometry-Preserving Adaptive Graph Embedding for dimensionality reduction.
Neural Networks, 2023
A cross-validation framework to find a better state than the balanced one for oversampling in imbalanced classification.
Int. J. Mach. Learn. Cybern., 2023
Ensemble learning framework for image retrieval via deep hash ranking.
Knowl. Based Syst., 2023
Multiscale hierarchical attention fusion network for edge detection.
Int. J. Ad Hoc Ubiquitous Comput., 2023
Granular-ball computing: an efficient, robust, and interpretable adaptive multi-granularity representation and computation method.
CoRR, 2023
Granular-ball Optimization Algorithm.
CoRR, 2023
Research on Efficient Fuzzy Clustering Method Based on Local Fuzzy Granular balls.
CoRR, 2023
Graph-based Representation for Image based on Granular-ball.
CoRR, 2023
GBMST: An Efficient Minimum Spanning Tree Clustering Based on Granular-Ball Computing.
CoRR, 2023
Granular-Ball Three-Way Decision.
Proceedings of the Rough Sets - International Joint Conference, 2023
GBSMOTE: A Robust Sampling Method Based on Granular-ball Computing and SMOTE for Class Imbalance.
Proceedings of the 8th International Conference on Mathematics and Artificial Intelligence, 2023
GBCloud: a Robust Cloud Model for Processing Multi-dimensional Data Using Granular-ball Computing.
Proceedings of the 8th International Conference on Mathematics and Artificial Intelligence, 2023
Building Interpretable Deep CNN Based on Binary Tree Structure Convolution Layers.
Proceedings of the 8th International Conference on Mathematics and Artificial Intelligence, 2023
An Adaptive Granular Ball Classifier Based on Natural Neighbor.
Proceedings of the 8th International Conference on Mathematics and Artificial Intelligence, 2023
Sketch Less Face Image Retrieval: A New Challenge.
Proceedings of the IEEE International Conference on Acoustics, 2023
2022
Optimal Scale Combination Selection Integrating Three-Way Decision With Hasse Diagram.
IEEE Trans. Neural Networks Learn. Syst., 2022
mCRF and mRD: Two Classification Methods Based on a Novel Multiclass Label Noise Filtering Learning Framework.
IEEE Trans. Neural Networks Learn. Syst., 2022
GBNRS: A Novel Rough Set Algorithm for Fast Adaptive Attribute Reduction in Classification.
IEEE Trans. Knowl. Data Eng., 2022
Hierarchical Graph Augmented Deep Collaborative Dictionary Learning for Classification.
IEEE Trans. Intell. Transp. Syst., 2022
Random Space Division Sampling for Label-Noisy Classification or Imbalanced Classification.
IEEE Trans. Cybern., 2022
Deep-LIFT: Deep Label-Specific Feature Learning for Image Annotation.
IEEE Trans. Cybern., 2022
Random Sharing Parameters in the Global Region of Convolutional Neural Network.
IEEE Trans. Artif. Intell., 2022
An adaptive threshold-based quantum image segmentation algorithm and its simulation.
Quantum Inf. Process., 2022
Ball $k$k-Means: Fast Adaptive Clustering With No Bounds.
IEEE Trans. Pattern Anal. Mach. Intell., 2022
An adaptive and general model for label noise detection using relative probabilistic density.
Knowl. Based Syst., 2022
FNC: A fast neighborhood calculation framework.
Knowl. Based Syst., 2022
Multi-granularity Association Learning for On-the-fly Fine-grained Sketch-based Image Retrieval.
Knowl. Based Syst., 2022
Double embedding and bidirectional sentiment dependence detector for aspect sentiment triplet extraction.
Knowl. Based Syst., 2022
IbLT: An effective granular computing framework for hierarchical community detection.
J. Intell. Inf. Syst., 2022
VPGB: A granular-ball based model for attribute reduction and classification with label noise.
Inf. Sci., 2022
A novel cluster internal evaluation index based on hyper-balls.
CoRR, 2022
Fuzzy Granular-Ball Computing Framework and Its Implementation in SVM.
CoRR, 2022
GBSVM: Granular-ball Support Vector Machine.
CoRR, 2022
An adaptive granularity clustering method based on hyper-ball.
CoRR, 2022
Multi-granularity Association Learning Framework for on-the-fly Fine-Grained Sketch-based Image Retrieval.
CoRR, 2022
GBRS: An Unified Model of Pawlak Rough Set and Neighborhood Rough Set.
CoRR, 2022
An Efficient and Accurate Rough Set for Feature Selection, Classification and Knowledge Representation.
CoRR, 2022
Fast Attribute Reduction for Big Datasets Based on Neighborhood Rough Set.
Proceedings of the Fuzzy Systems and Data Mining VIII, 2022
2021
Text tendency analysis based on multi-granularity emotional chunks and integrated learning.
Neural Comput. Appl., 2021
Weighted oversampling algorithms for imbalanced problems and application in prediction of streamflow.
Knowl. Based Syst., 2021
RSMOTE: A self-adaptive robust SMOTE for imbalanced problems with label noise.
Inf. Sci., 2021
Building partially understandable convolutional neural networks by differentiating class-related neural nodes.
Neurocomputing, 2021
A Fast Attribute Reduction Algorithm of Neighborhood Rough Set.
Proceedings of the 13th International Conference on Knowledge and Smart Technology, 2021
Fast k-means Clustering Based on the Neighbor Information.
Proceedings of the ISEEIE 2021: International Symposium on Electrical, Electronics and Information Engineering, Seoul Republic of Korea, February 19, 2021
An Improved Genetic Algorithm Based on k-means.
Proceedings of the ISEEIE 2021: International Symposium on Electrical, Electronics and Information Engineering, Seoul Republic of Korea, February 19, 2021
Designing a Partially Understandable Neural Network through Semantic Embedding.
Proceedings of the International Joint Conference on Neural Networks, 2021
2020
Deep multi-granularity graph embedding for user identity linkage across social networks.
Knowl. Based Syst., 2020
Social relationship prediction across networks using tri-training BP neural networks.
Neurocomputing, 2020
LRA: an accelerated rough set framework based on local redundancy of attribute for feature selection.
CoRR, 2020
Understanding a Deep Neural Network Based on Neural-Path Coding.
IEEE Access, 2020
2019
Complete Random Forest Based Class Noise Filtering Learning for Improving the Generalizability of Classifiers.
IEEE Trans. Knowl. Data Eng., 2019
Granular ball computing classifiers for efficient, scalable and robust learning.
Inf. Sci., 2019
Transferring Ensemble Representations Using Deep Convolutional Neural Networks for Small-Scale Image Classification.
IEEE Access, 2019
A Multi-Granularity Representation Learning Framework for User Identification Across Social Networks.
Proceedings of the Rough Sets - International Joint Conference, 2019
Edge Sign Prediction Based on Orthogonal Graph Regularized Nonnegative Matrix Factorization for Transfer Learning.
Proceedings of the 2019 IEEE International Conference on Big Knowledge, 2019
A Fast Relative Density Method Based on Space Partitioning.
Proceedings of the 2019 IEEE International Conference on Big Knowledge, 2019
A Multi-granularity Genetic Algorithm.
Proceedings of the 2019 IEEE International Conference on Big Knowledge, 2019
2018
Multi-granularity Network Representation Learning Based on Game Theory.
Proceedings of the 2018 IEEE International Conference on Data Mining Workshops, 2018
Prediction of Aluminum Electrolysis Superheat Based on Improved Relative Density Noise Filter SMO.
Proceedings of the 2018 IEEE International Conference on Big Knowledge, 2018
The k-Means Forest Classifier for High Dimensional Data.
Proceedings of the 2018 IEEE International Conference on Big Knowledge, 2018
A Multi-Granular Relative Density Model for Class Noise Detection.
Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2018), 2018
2017
Noise self-filtering K-nearest neighbors algorithms.
Proceedings of the 2017 IEEE International Conference on Big Data (IEEE BigData 2017), 2017
2016
Vibration-Based Outlier Detection on High Dimensional Data.
Int. J. Artif. Intell. Tools, 2016
2015
Location difference of multiple distances based k-nearest neighbors algorithm.
Knowl. Based Syst., 2015
Relative density based support vector machine.
Neurocomputing, 2015