稀疏典型相关分析的理论与算法研究

12001019
2020
A0405.连续优化
修贤超
青年科学基金项目
讲师
北京大学
24万元
深度神经网络;过程控制;稀疏典型相关分析;最优性理论;增广拉格朗日法
2021-01-01到2023-12-31
  • 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 Deep canonical correlation analysis using sparsity constrained optimization for nonlinear process monitoring 期刊论文 Xianchao Xiu;Zhonghua Miao;Ying Yang;Wanquan Liu
2 An efficient semi-proximal ADMM algorithm for low-rank and sparse regularized matrix minimization problems with real-world applications 期刊论文 Wentao Qu;Xianchao Xiu;Haifei Zhang;Jun Fan
3 A sparsity-aware fault diagnosis framework focusing on accurate isolation 期刊论文 Xianchao Xiu;Zhonghua Miao;Wanquan Liu
4 Efficient and robust process monitoring using structured low-rank representation 期刊论文 Zhonghua Miao;Xianchao Xiu
5 Learning high-order multi-view representation by new tensor canonical correlation analysis 期刊论文 Jianqin Sun;Xianchao Xiu;Ziyan Luo;Wanquan Liu
6 A data-driven modeling method for stochastic nonlinear degradation process with application to RUL estimation 期刊论文 Yuhan Zhang;Ying Yang;He Li;Xianchao Xiu;Wanquan Liu
7 Learning sparse kernel CCA with graph priors for nonlinear process monitoring 期刊论文 Xianchao Xiu;Yunhui Li
8 基于改进的鲁棒稀疏线性判别分析的图像分类方法和系统 专利 修贤超;孙圣豪;苗中华
9 Efficient and fast joint sparse constrained canonical correlation analysis for fault detection 期刊论文 Xianchao Xiu;Lili Pan;Ying Yang;Wanquan Liu
10 基于典型相关分析快速算法的多视角数据分类方法和系统 专利 修贤超;杨安宁;孙腾
11 An efficient Newton-based method for sparse generalized canonical correlation analysis 期刊论文 Xinrong Li;Xianchao Xiu;Wanquan Liu;Zhonghua Miao
12 Fault detection using structured joint sparse nonnegative matrix factorization 期刊论文 Xianchao Xiu;Jun Fan;Ying Yang;Wanquan Liu
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