COMMON PRINCIPAL COMPONENT SUBSPACES IN 2 GROUPS
成果类型:
Article
署名作者:
SCHOTT, JR
刊物名称:
BIOMETRIKA
ISSN/ISSBN:
0006-3444
DOI:
10.1093/biomet/75.2.229
发表日期:
1988
页码:
229236
关键词:
摘要:
One important practical application of principal component analysis is to reduce a large number of variables, say p, to a smaller number, m, by making use of the first m principal components. This technique can easily be extended to two or more groups if the subspaces spanned by the first m principal components are the same for all groups. In this paper we develop an approximate procedure for testing such a hypothesis of common subspaces when two groups are involved. The adequacy of the approximation is investigated by a simulation and the method is illustrated by a numerical example.
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