Longitudinal canonical correlation analysis

被引：2

作者：

Lee, Seonjoo ^{[1
,2
,4
]}

Choi, Jongwoo ^{[1
]}

Fang, Zhiqian ^{[1
]}

Bowman, F. DuBois ^{[3
]}

机构：

[1] New York State Psychiat Inst & Hosp, Mental Hlth Data Sci, New York, NY USA

[2] Columbia Univ, Dept Biostat & Psychiat, New York, NY USA

[3] Univ Michigan, Dept Biostat, Ann Arbor, MI USA

[4] 1051 Riverside Dr,Unit 48, New York, NY 10032 USA

来源：

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS | 2023年 / 72卷 / 03期

基金：

加拿大健康研究院; 美国国家卫生研究院;

关键词：

Alzheimer's disease; canonical correlation analysis; longitudinal data analysis; PRINCIPAL-COMPONENTS; REGIONS;

D O I：

10.1093/jrsssc/qlad022

中图分类号：

O21 [概率论与数理统计]; C8 [统计学];

学科分类号：

020208 ; 070103 ; 0714 ;

摘要：

This paper considers canonical correlation analysis for two longitudinal variables that are possibly sampled at different time resolutions with irregular grids. We modelled trajectories of the multivariate variables using random effects and found the most correlated sets of linear combinations in the latent space. Our numerical simulations showed that the longitudinal canonical correlation analysis (LCCA) effectively recovers underlying correlation patterns between two high-dimensional longitudinal data sets. We applied the proposed LCCA to data from the Alzheimer's Disease Neuroimaging Initiative and identified the longitudinal profiles of morphological brain changes and amyloid cumulation.

引用

页码：587 / 607

页数：21

共 50 条

[21] Ensemble canonical correlation analysis
Sakar, C. Okan
Kursun, Olcay
Gurgen, Fikret
APPLIED INTELLIGENCE, 2014, 40 (02) : 291 - 304
[22] Simultaneous canonical correlation analysis with invariant canonical loadings
Gu F.
Wu H.
Behaviormetrika, 2018, 45 (1) : 111 - 132
[23] Improved Estimation of Canonical Vectors in Canonical Correlation Analysis
Asendorf, Nicholas
Nadakuditi, Raj Rao
2015 49TH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS AND COMPUTERS, 2015, : 1806 - 1810
[24] A synthesis of canonical variate analysis, generalised canonical correlation and Procrustes analysis
Gardner, S
Gower, JC
le Roux, NJ
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2006, 50 (01) : 107 - 134
[25] REDUNDANCY ANALYSIS AN ALTERNATIVE FOR CANONICAL CORRELATION ANALYSIS
VANDENWOLLENBERG, AL
PSYCHOMETRIKA, 1977, 42 (02) : 207 - 219
[26] An Extension of Dominance Analysis to Canonical Correlation Analysis
Huo, Yan
Budescu, David V.
MULTIVARIATE BEHAVIORAL RESEARCH, 2009, 44 (05) : 688 - 709
[27] Sintering pressure profile analysis by correlation and canonical correlation
Almeida, MF
IRONMAKING & STEELMAKING, 1997, 24 (02) : 150 - 154
[28] Evaluation of Canonical Correlation Analysis: A Correlation Generation Model
Su, Ya
Wang, Shengjin
Fu, Yun
2012 21ST INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR 2012), 2012, : 1751 - 1754
[29] Sintering pressure profile analysis by correlation and canonical correlation
Faculdade de Engenharia de U., Portugal
Ironmaking and Steelmaking, 1997, 24 (02): : 150 - 154
[30] Canonical Correlation Analysis and climate research
Gordon G. Liao
ActaOceanologicaSinica, 1989, (03) : 351 - 358

← 1 2 3 4 5 →