大规模数据挖掘中嵌入式数据归约的稀疏模型与算法研究

61866010
2018
F0603.机器学习
邵元海
地区科学基金项目
教授
海南大学
40万元
核化线性降维;核线性判别分析;支持向量机;软间隔支持向量机;hinge损失
2019-01-01到2022-12-31
  • 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 Support Vector Machine Classifier via $L_{0/1}$ Soft-Margin Loss 期刊论文 Huajun Wang;Yuan-Hai Shao;Shenglong Zhou;Ce Zhang;Naihua Xiu
2 Robust bilateral Lp-norm two-dimensional linear discriminant analysis 期刊论文 Chun-Na Li;Yuan-Hai Shao;Zhen Wang;Nai-Yang Deng
3 Reversible Discriminant Analysis 期刊论文 Bai Lan;Wang Zhen;Shao Yuan-Hai;Li Chun-Na
4 Multiple Flat Projections for Cross-manifold Clustering 期刊论文 Lan Bai;Yuan-Hai Shao;Zhen Wang;Wei-Jie Chen;Nai-Yang Deng
5 Robust multi-view discriminant analysis with view-consistency 期刊论文 Xiang-Fei Yang;Chun-Na Li;Yuan-Hai Shao
6 Reverse nearest neighbors Bhattacharyya bound linear discriminant analysis for multimodal classification 期刊论文 Guo Yan-Ru;Bai Yan-Qin;Li Chun-Na;Shao Yuan-Hai;Ye Ya-Fen;Jiang Cheng-zi
7 Generalized two-dimensional linear discriminant analysis with regularization 期刊论文 Li Chun-Na;Shao Yuan-Hai;Chen Wei-Jie;Wang Zhen;Deng Nai-Yang
8 Regularized linear discriminant analysis based on generalized capped $$l_{2,q}$$-norm 期刊论文 Chun-Na Li;Pei-Wei Ren;Yan-Ru Guo;Ya-Fen Ye;Yuan-Hai Shao
9 Robust Bhattacharyya bound linear discriminant analysis through an adaptive algorithm 期刊论文 Chun-Na Li;Yuan-Hai Shao;Zhen Wang;Nai-Yang Deng;Zhi-Min Yang
10 Generalized elastic net Lp-norm nonparallel support vector machine 期刊论文 Chun-Na Li;Pei-Wei Ren;Yuan-Hai Shao;Ya-Fen Ye;Yan-Ru Guo
11 Sparse L1-norm two dimensional linear discriminant analysis via the generalized elastic net regularization 期刊论文 Chun-Na Li;Meng-Qi Shang;Yuan-Hai Shao;Yan Xu;Li-Ming Liu;Zhen Wang
12 Fast support vector classifier with generalization-memorization kernel 期刊论文 Guo Wen-wen;Yan Lv;Yin Jia-yu;Zhen Wang;Shao Yuan-hai
13 Feature selection for high‐dimensional regression via sparse LSSVR based on Lp‐norm 期刊论文 Chun‐Na Li;Yuan-Hai Shao;Da Zhao;Yan‐Ru Guo;Xiang‐Yu Hua
14 Joint sample and feature selection via sparse primal and dual LSSVM 期刊论文 Yuan-Hai Shao;Chun-Na Li;Ling-Wei Huang;Zhen Wang;Nai-Yang Deng;Yan Xu
15 2DRLPP: Robust two-dimensional locality preserving projection with regularization 期刊论文 Chen Wei Jie;Li Chun Na;Shao Yuan Hai;Zhang Ju;Deng Nai Yang
16 Robust two-dimensional capped l2,1-norm linear discriminant analysis with regularization and its applications on image recognition 期刊论文 Chun-Na Li;Yi-Fan Qi;Yuan-Hai Shao;Yan-Ru Guo;Ya-Fen Ye
17 Proximal Operator and Optimality Conditions for Ramp Loss SVM 期刊论文 Huajun Wang;Yuan-Hai Shao;Naihua Xiu
18 Robust k-subspace discriminant clustering 期刊论文 Chun-Na Li;Yuan-Hai Shao;Yan-Ru Guo;Zhen Wang;Zhi-Min Yang
19 An Majorize-Minimize algorithm framework for large scale truncated loss classifiers 期刊论文 Xiaofang Li;Lingwei Huang;Yuanhai Shao
20 Robust and Sparse Linear Discriminant Analysis via an Alternating Direction Method of Multipliers 期刊论文 Li Chun-Na;Shao Yuan-Hai;Yin Wotao;Liu Ming-Zeng
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