Dimension, reduction and spatiotemporal regression: Applications to neuroimaging

被引：0
|
作者：
Shedden, K [1 ]
Li, KC
机构：
[1] Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USA
[2] Univ Calif Los Angeles, Dept Stat, Los Angeles, CA 90095 USA
来源：
COMPUTING IN SCIENCE & ENGINEERING | 2003年 / 5卷 / 05期
关键词：
D O I：
10.1109/MCISE.2003.1225858
中图分类号：
TP39 [计算机的应用];
学科分类号：
081203 ; 0835 ;
摘要：
One method for characterizing spatiotemporol variation in brain activity levels is based on the use of statistical dimension reduction. This reduction finds temporal components in data that best preserve the spatiotemporal regression structure. The method does this by suppressing more prominent waveforms that do not vary in a spatially predictable pattern.
引用
收藏
页码：30 / 36
页数：7
相关论文
共 50 条
  • [1] Dimension reduction in functional regression with applications
    Amato, U
    Antoniadis, A
    De Feis, I
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2006, 50 (09) : 2422 - 2446
  • [2] A REVIEW ON SLICED INVERSE REGRESSION, SUFFICIENT DIMENSION REDUCTION, AND APPLICATIONS
    Huang, Ming-Yueh
    Hung, Hung
    STATISTICA SINICA, 2022, 32 : 2297 - 2314
  • [3] KERNEL DIMENSION REDUCTION IN REGRESSION
    Fukumizu, Kenji
    Bach, Francis R.
    Jordan, Michael I.
    ANNALS OF STATISTICS, 2009, 37 (04): : 1871 - 1905
  • [4] Sliced regression for dimension reduction
    Wang, Hansheng
    Xia, Yingcun
    JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2008, 103 (482) : 811 - 821
  • [5] Dimension Reduction for Frechet Regression
    Zhang, Qi
    Xue, Lingzhou
    Li, Bing
    JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2024, 119 (548) : 2733 - 2747
  • [6] FLEXIBLE DIMENSION REDUCTION IN REGRESSION
    Wang, Tao
    Zhu, Lixing
    STATISTICA SINICA, 2018, 28 (02) : 1009 - 1029
  • [7] On directional regression for dimension reduction
    Li, Bing
    Wang, Shaoli
    JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2007, 102 (479) : 997 - 1008
  • [8] Sufficient dimension reduction and graphics in regression
    Chiaromonte, F
    Cook, RD
    ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 2002, 54 (04) : 768 - 795
  • [9] On a dimension reduction regression with covariate adjustment
    Zhang, Jun
    Zhu, Li-Ping
    Zhu, Li-Xing
    JOURNAL OF MULTIVARIATE ANALYSIS, 2012, 104 (01) : 39 - 55
  • [10] SLICED INVERSE REGRESSION FOR DIMENSION REDUCTION
    LI, KC
    JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1991, 86 (414) : 316 - 327
12345