Sparse reduced-rank regression for integrating omics data

被引:0
|
作者
Haileab Hilafu
Sandra E. Safo
Lillian Haine
机构
[1] University of Tennessee,Department of Business Analytics and Statistics
[2] University of Minnesota,Division of Biostatistics
来源
BMC Bioinformatics | / 21卷
关键词
Integrative analysis; Multi-view data; Reduced rank regression; High dimensional data;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [11] PROCEDURES FOR REDUCED-RANK REGRESSION
    DAVIES, PT
    TSO, MKS
    JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS, 1982, 31 (03) : 244 - 255
  • [12] Reduced-rank linear regression
    Stoica, P
    Viberg, M
    8TH IEEE SIGNAL PROCESSING WORKSHOP ON STATISTICAL SIGNAL AND ARRAY PROCESSING, PROCEEDINGS, 1996, : 542 - 545
  • [13] BIPLOTS IN REDUCED-RANK REGRESSION
    TERBRAAK, CJF
    LOOMAN, CWN
    BIOMETRICAL JOURNAL, 1994, 36 (08) : 983 - 1003
  • [14] Sparse Reduced-Rank Regression for Simultaneous Dimension Reduction and Variable Selection
    Chen, Lisha
    Huang, Jianhua Z.
    JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2012, 107 (500) : 1533 - 1545
  • [15] Sparse reduced-rank regression for multivariate varying-coefficient models
    Zhang, Fode
    Li, Rui
    Lian, Heng
    Bandyopadhyay, Dipankar
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2021, 91 (04) : 752 - 767
  • [16] Envelopes and reduced-rank regression
    Cook, R. Dennis
    Forzani, Liliana
    Zhang, Xin
    BIOMETRIKA, 2015, 102 (02) : 439 - 456
  • [17] Robust reduced-rank regression
    She, Y.
    Chen, K.
    BIOMETRIKA, 2017, 104 (03) : 633 - 647
  • [18] Sparse reduced-rank regression for simultaneous rank and variable selection via manifold optimization
    Kohei Yoshikawa
    Shuichi Kawano
    Computational Statistics, 2023, 38 : 53 - 75
  • [19] ADAPTIVE ESTIMATION IN TWO-WAY SPARSE REDUCED-RANK REGRESSION
    Ma, Zhuang
    Ma, Zongming
    Sun, Tingni
    STATISTICA SINICA, 2020, 30 (04) : 2179 - 2201
  • [20] Sparse reduced-rank regression for simultaneous rank and variable selection via manifold optimization
    Yoshikawa, Kohei
    Kawano, Shuichi
    COMPUTATIONAL STATISTICS, 2023, 38 (01) : 53 - 75