Rotational Tools for Factor Analytic Models

被引:146
作者
Paatero, Pentti [3 ]
Hopke, Philip K. [1 ,2 ]
机构
[1] Clarkson Univ, Ctr Air Resources Engn & Sci, Potsdam, NY 13699 USA
[2] Clarkson Univ, Dept Chem & Biomol Engn, Potsdam, NY 13699 USA
[3] Univ Helsinki, Dept Phys, FIN-00014 Helsinki, Finland
关键词
factor analysis; positive matrix factorization; rotational ambiguity; rotational tools; RESOLUTION;
D O I
10.1002/cem.1197
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Rotational ambiguity is a major problem in the application of factor analysis to a variety of multivariate mixture resolution problems and particularly important in the analysis of environmental data. As part of the development of an implementation of positive matrix factorization for the U.S. Environmental Protection Agency to distribute in support of airborne particle source identification and apportionment, several tools have been developed to control the rotations and explore the extent of rotational solution space. This discussion of the nature of the rotational tools provides an understanding of these rotational tools as well as the basis for their incorporation into other implementations of least-squares based solutions to the factor analysis problem. Several example algorithms are presented. Copyright (C) 2008 John Wiley & Sons, Ltd.
引用
收藏
页码:91 / 100
页数:10
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