Stable Algorithms for Multiset Canonical Correlation Analysis

被引:2
|
作者
Hasan, Mohammed A. [1 ]
机构
[1] Univ Minnesota Duluth, Dept Elect & Comp Engn, Duluth, MN USA
来源
2009 AMERICAN CONTROL CONFERENCE, VOLS 1-9 | 2009年
关键词
canonical correlation analysis; polynomial dynamical systems; root merit function; SETS;
D O I
10.1109/ACC.2009.5160592
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper is devoted to the construction of dynamical systems that converge to principal subspaces of multi-set canonical variates using root objective functions. With some modifications, these systems may be converted to new ones that converge to the actual canonical variates. The main important features of two algorithms that have been tested am that the first algorithm converges to the canonical variates corresponding to the canonical correlations of largest magnitudes, while the other converges to the canonical variates corresponding to the largest positive canonical correlations.
引用
收藏
页码:1280 / 1285
页数:6
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