Principal component analysis is a powerful instrument in occupational hygiene inquiries

被引:61
作者
Burstyn, I [1 ]
机构
[1] Univ Alberta, Dept Publ Hlth Sci, Fac Med & Dent, Edmonton, AB T6G 2G3, Canada
关键词
factor analysis; latent variable; manifest variable; multivariate statistics; tutorial;
D O I
10.1093/annhyg/meh075
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 [公共卫生与预防医学]; 120402 [社会医学与卫生事业管理];
摘要
Several investigators have successfully used principal component analysis (PCA) in interpreting occupational hygiene data. However, traditional textbooks in occupational hygiene provide no guidance for the application and interpretation of PCA. In this article I briefly review the basics of PCA (for those not statistically inclined), provide some guidelines for performing PCA (and designing studies that use the power of PCA), illustrate its application in understanding exposure to mixtures and the characterization of 'peak exposure', and highlight other benefits that occupational hygienists stand to gain by including PCA in their 'statistical toolkit'. I hope that this article will promote greater use and understanding of a data analysis approach that has long been helping investigators outside the field of occupational hygiene to unravel the structure behind the complex relationships among multiple correlated variables.
引用
收藏
页码:655 / 661
页数:7
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