Some Effects of Errors of Measurement on Multiple Correlation

作者: W. G. Cochran

DOI: 10.1080/01621459.1970.10481059

关键词:

摘要: Abstract In many multiple correlation and regression studies the values of variables are difficult to measure accurately. This paper attempts discuss effects such errors measurements on squared coefficient. With independent a multivariate normal model, effect is very roughly that R 2 becomes reduced about , where gy coefficient reliability y weighted mean coefficients x's. If most intercorrelations among true X's detrimental 2, value R'2 may exceed by 10 percent 20 percent. The situation in which correlated with interpretation briefly discussed.

参考文章(9)
S. B. Sells, Evaluation of Psychological Measures Used in the Health Examination Survey of Children Ages 6-11. Vital and health statistics. Series 2, Data evaluation and methods research. pp. 1- 67 ,(1966)
W. G. Cochran, Errors of Measurement in Statistics Technometrics. ,vol. 10, pp. 637- ,(1968) , 10.2307/1267450
William G. Cochran, On the Performance of the Linear Discriminant Function Technometrics. ,vol. 6, pp. 179- 190 ,(1964) , 10.1080/00401706.1964.10490162
Wardell Baxter Pomeroy, Alfred Charles Kinsey, Clyde E. Martin, Sexual behavior in the human male ,(1948)
Percy G. Gray, The Memory Factor in Social Surveys Journal of the American Statistical Association. ,vol. 50, pp. 344- 363 ,(1955) , 10.1080/01621459.1955.10501269
Leslie Kish, John B. Lansing, Response Errors in Estimating the Value of Homes* Journal of the American Statistical Association. ,vol. 49, pp. 520- 538 ,(1954) , 10.1080/01621459.1954.10483519
James S. Coleman, Equality of Educational Opportunity ,(1966)
Robert Ferber, The Reliability of Consumer Surveys of Financial Holdings: Time Deposits Journal of the American Statistical Association. ,vol. 60, pp. 148- 163 ,(1965) , 10.1080/01621459.1965.10480780
D. V. Lindley, Regression Lines and the Linear Functional Relationship Supplement to the Journal of the Royal Statistical Society. ,vol. 9, pp. 218- 244 ,(1947) , 10.2307/2984115