桑彬彬｜重庆师范大学｜学者主页

百晓学者学者目录

精选作品

期刊论文

2026

Fuzzy granular-ball-hypergraph based efficient feature selection exploring pruning strategies and synergistic features

Ye Li, Lei Yang, Binbin Sang, Shaoguo Cui, Tiangang Zhou, Guoyin Wang

Information Sciences

DOI

2026

An Efficient Feature Selection Method Using the Granular-Ball Divergence-Based Fuzzy Rough Hypergraph

Ye Li, Lei Yang, Binbin Sang, Guoyin Wang, Shuyin Xia, Weihua Xu, Jianhang Yu

IEEE Transactions on Knowledge and Data Engineering

DOI

2026

Unsupervised feature selection via pseudo-label guided Bi-level granular-ball hypergraph

Yuqi Zhou, Ye Li, Lei Yang, Binbin Sang, Shaoguo Cui, Shuyin Xia, Weihua Xu

Expert Systems with Applications

DOI

2026

Multi-granularity Granular-ball Anchor Graph Clustering with self-weighting

Ye Li, Lei Yang, Binbin Sang, Guoyin Wang

Information Processing & Management

DOI

2026

Granular-ball based cross-granularity fuzzy knowledge collaborative feature selection

Binbin Sang, Hongyang Wei, Lei Yang, F H Zhang, Weihua Xu

Fuzzy Sets and Systems

DOI

2026

Unsupervised Feature Selection Using Fuzzy Graph Momentum Random Walk in Bi-Level Granular-Ball Knowledge Space

Binbin Sang, Hongtao Gao, Lei Yang, Weihua Xu, Hongmei Chen, Shuyin Xia, Tianrui Li, Guoyin Wang

IEEE Transactions on Knowledge and Data Engineering

DOI

2026

Incremental feature selection using variable precision antinoise neighborhood rough sets

Shaoguo Cui, Xiang Chen, Binbin Sang, Lei Yang, F H Zhang

Applied Soft Computing

DOI

2026

GBFRS: Robust Fuzzy Rough Sets via Granular Ball Computing

Xiaoyu Lian, Shuyin Xia, Binbin Sang, Guoyin Wang, Xinbo Gao

IEEE Transactions on Neural Networks and Learning Systems

DOI

2026

Feature selection based on fuzzy neighborhood rough sets with active noisy samples filtering

Binbin Sang, An Wu, Lei Yang, Wentao Li, Jianhang Yu, Weihua Xu

Neurocomputing

DOI

2026

Three-way role-arbitration outlier detection based on bi-level granular-ball knowledge representation

Binbin Sang, Hua Zhang, Lei Yang, Shuyin Xia, Weihua Xu, Tianrui Li, Hongzhi Kuai

Knowledge-Based Systems

DOI

2026

Cross-view collaborative learning and flexible embedding representation for unsupervised multi-view feature selection

Yong Mi, Hongmei Chen, Zhong Yuan, Binbin Sang, Chuan Luo, Tianrui Li

Expert Systems with Applications

DOI

2026

Outlier detection based on local dynamic granular-ball computing

Hua Zhang, Lei Yang, Binbin Sang, Hongzhi Kuai

Neurocomputing

DOI

2026

Unsupervised bidirectional fuzzy rough feature selection using bi-level granular-ball adaptive K -nearest neighbors

Binbin Sang, Hongtao Gao, Lei Yang, Chengying Wu, Wentao Li, Weihua Xu

Information Sciences

DOI

2026

Second-Order Biased Random Walk Outlier Detection Based on Bi-Level Granular-Ball Knowledge Representation

Hua Zhang, Lei Yang, Binbin Sang, Weihua Xu, Shuyin Xia, Fanghong Zhang, Guoyin Wang

IEEE Transactions on Fuzzy Systems

DOI

2026

Multi-Scale Fuzzy Fusion-Based Heterogeneous Granular-Ball Flexible Representation Learning for Multi-View Feature Selection

Biao Xiang, Hongmei Chen, Yong Mi, Tengyu Yin, Binbin Sang, Shi‐Jinn Horng, Tianrui Li

IEEE Transactions on Image Processing

DOI

2026

Label Distribution Learning Via Collaborative Multi-Scale Individual and Global Label Perspectives

Tengyu Yin, Hongmei Chen, Pengfei Zhang, Zhong Yuan, Binbin Sang, Shi‐Jinn Horng, Tianrui Li, Zechao Li

IEEE Transactions on Multimedia

DOI

2025

基于距离度量学习的多粒度模糊粗糙特征选择算法

桑彬彬，杨书箫，李梗森，魏宏扬，杨蕾

《南京理工大学学报》

DOI

2025

R2IS: Resilient and robust neighborhood rough feature selection using combination mutual information

Gengsen Li, Lei Yang, Binbin Sang, Shaoguo Cui, Yongjun Li

Neurocomputing

DOI

2025

Unsupervised feature selection using bidirectional fuzzy rough divergence metrics

Hongtao Gao, Lei Yang, Binbin Sang, Zhong Yuan, Wentao Li, Weihua Xu, Guoyin Wang

Fuzzy Sets and Systems

DOI

2025

Problem-Driven and Shape-Guided: Multi-scale Deform KAN for X-Shaped Anterior Visual Pathway Segmentation

Jinhui Liu, Yongliang Han, Wenlong Lin, Yongmei Li, Fanghong Zhang, Binbin Sang, Tiansong Li, Wenfeng Zhang, Shaoguo Cui

Lecture notes in computer science

DOI

2025

Class-Specific Discriminability and Multiscale Information-Based Multiview Feature Selection

Biao Xiang, Hongmei Chen, Yong Mi, Binbin Sang, Shi‐Jinn Horng, Tianrui Li

IEEE Transactions on Circuits and Systems for Video Technology

DOI

2025

QFIG: A novel attribute reduction method using conditional entropy in quantified fuzzy approximation space

Lei Yang, Binbin Sang, Weihua Xu, Hongmei Chen, Zhonghu Yuan, Keyun Qin

Fuzzy Sets and Systems

DOI

2025

Robust Attribute Reduction Exploring Class-Separability and Attribute-Correlation for Ordered Decision Systems

Binbin Sang, Lei Yang, Hongmei Chen, Tianrui Li, Weihua Xu

IEEE Transactions on Systems Man and Cybernetics Systems

DOI

2025

Fuzzy Rough Outlier Detection Method in Two-Layer Granular Ball Space

Hua Zhang, Binbin Sang, Lei Yang

Lecture notes in computer science

DOI

2025

Cross-View Fuzziness and Intra-view Uncertainty-Based Weight Reconstruction for Multi-view Feature Selection

Biao Xiang, Hongmei Chen, Yong Mi, Binbin Sang, Shi‐Jinn Horng, Tianrui Li

Lecture notes in computer science

DOI

2025

Feature Selection Based on Cross Neighborhood Granular Ball Layer

Hongyang Wei, Binbin Sang, Lei Yang

Lecture notes in computer science

DOI

2025

KSIR-MIL: Key Region Selection and Instance Refinement for Multi-instance Learning in Whole Slide Image Classification

Shaoguo Cui, Jiangfeng Wu, Binbin Sang, Tiansong Li, Yi Zhang, Fumin Cheng, Guofen Wang

Lecture notes in computer science

DOI

2024

VCOS: Multi-scale information fusion to feature selection using fuzzy rough combination entropy

Binbin Sang, Lei Yang, Weihua Xu, Hongmei Chen, Tianrui Li, Wentao Li

Information Fusion

DOI

2024

Feature correlation fusion and feature selection under adaptive neighborhood group approximation space

Gengsen Li, Binbin Sang, Shaoguo Cui, Hongmei Chen

International Journal of Machine Learning and Cybernetics

DOI

2024

Distance metric learning-based multi-granularity neighborhood rough sets for attribute reduction

Shaoguo Cui, Gengsen Li, Binbin Sang, Weihua Xu, Hongmei Chen

Applied Soft Computing

DOI

2024

LEFMIFS: Label enhancement and fuzzy mutual information for robust multilabel feature selection

Tengyu Yin, Hongmei Chen, Zhong Yuan, Binbin Sang, Shi‐Jinn Horng, Tianrui Li, Chuan Luo

Engineering Applications of Artificial Intelligence

DOI

2023

Fuzzy rough feature selection using a robust non-linear vague quantifier for ordinal classification

Binbin Sang, Lei Yang, Hongmei Chen, Weihua Xu, Xiaoyan Zhang

Expert Systems With Applications，Vol. 230

DOI

2023

Interactive fuzzy knowledge distance-guided attribute reduction with three-way accelerator

Deyou Xia, Guoyin Wang, Qinghua Zhang, Jie ming Yang, Huanan Bao, Shuai Li, Binbin Sang

Knowledge-Based Systems

DOI

2023

Active Antinoise Fuzzy Dominance Rough Feature Selection Using Adaptive K-Nearest Neighbors

Binbin Sang, Weihua Xu, Hongmei Chen, Tianrui Li

IEEE Transactions on Fuzzy Systems

DOI

2022

有序数据特征选择的增量机制及稳健模糊粗糙计算模型研究

桑彬彬

《西南交通大学》

2022

A novel incremental attribute reduction by using quantitative dominance-based neighborhood self-information

Lei Yang, Keyun Qin, Binbin Sang, Chao Fu

Knowledge-Based Systems

DOI

2022

Vaguely quantified fuzzy dominance rough set and its incremental maintenance approximation approaches

Lei Yang, Keyun Qin, Binbin Sang, Weihua Xu, Han Qing Yang

Soft Computing

DOI

2020

优势关系粗糙集增量属性约简算法

桑彬彬，杨留中，陈红梅，王生武

《计算机科学》

2018

直觉模糊信息系统的属性约简及DTRS模型

桑彬彬

《重庆理工大学》

2017

格值信息系统的粗糙熵与不确定度量

张晓燕，桑彬彬，魏玲

《计算机科学》

2017

直觉模糊序决策信息系统的分配约简

桑彬彬，徐伟华

《计算机科学》

2017

直觉模糊序决策信息系统的分布约简

桑彬彬，徐伟华

《模糊系统与数学》

书籍章节

2024

Generalized Multi-Granulation Double-Quantitative Decision-Theoretic Rough Set of Multi-Source Information System

Binbin Sang, Lei Yang, Hongmei Chen, Weihua Xu, Yanting Guo, Zhong Yuan

Advances in systems analysis, software engineering, and high performance computing book series

DOI

研究方向

多粒度认知计算粒计算与知识发现不确定性推理与建模增量学习特征选择智能信息处理特殊儿童脑认知与智能康复研究等

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