基于类别噪声过滤学习的核分类器优化

61806030
2018
F0603.机器学习
夏书银
青年科学基金项目
教授
重庆邮电大学
26万元
类别噪声;孤立点;随机森林;核分类器;交叉验证
2019-01-01到2021-12-31
  • 中英文摘要
  • 结题摘要
  • 结题报告
  • 项目成果
  • 项目参与人
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序号 标题 类型 作者
1 A Fast Adaptive k-means with No Bounds 期刊论文 Shuyin Xia;Daowan Peng;Deyu Meng;Changqing Zhang;Guoyin Wang;Elisabeth Giem;Wei;Zizhong Chen
2 GBNRS: A Novel Rough Set Algorithm for Fast Adaptive Attribute Reduction in Classification 期刊论文 Shuyin Xia;Zhao Zhang;Wenhua Li;Guoyin Wang;Elisabeth Giem;Zizhong Chen
3 Granular ball sampling for noisy label classification or imbalanced classification 期刊论文 Xia Shuyin;Zheng Shaoyuan;Wang Guoyin;Gao Xinbo;Wang Binggui
4 RSMOTE: A self-adaptive robust SMOTE for imbalanced problems with label noise 期刊论文 Chen Baiyun;Xia Shuyin;Chen Zizhong;Wang Binggui;Wang Guoyin
5 Granular ball computing classifiers for efficient, scalable and robust learning 期刊论文 Xia Shuyin;Liu Yunsheng;Ding Xin;Wang Guoyin;Yu Hong;Luo Yuoguo
6 Weighted oversampling algorithms for imbalanced problems and application in prediction of streamflow 期刊论文 Zhou Hao;Dong Xianyong;Xia Shuyin;Wang Guoyin
7 Random Space Division Sampling for Label-Noisy Classification or Imbalanced Classification 期刊论文 Xia Shuyin;Zheng Yong;Wang Guoyin;He Ping;Li Heng;Chen Zizhong
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