A Study of Effects of MultiCollinearity in the Multivariable Analysis.

PubWeight™: 0.88‹?›

🔗 View Article (PMID 25664257)

Published in Int J Appl Sci Technol on October 01, 2014

Authors

Wonsuk Yoo1, Robert Mayberry1, Sejong Bae2, Karan Singh2, Qinghua Peter He3, James W Lillard4

Author Affiliations

1: Department of Community Health and Preventive Medicine, Morehouse School of Medicine, Atlanta, USA.
2: Division of Preventive Medicine, University of Alabama at Birmingham, Birmingham, USA.
3: Chemical Engineering, Tuskegee University, Tuskegee, USA.
4: Department of Microbiology, Biochemistry & Immunology, Morehouse School of Medicine, Atlanta, USA.

Articles cited by this

Risk factors for perinatal transmission of human immunodeficiency virus type 1 in women treated with zidovudine. Pediatric AIDS Clinical Trials Group Study 185 Team. N Engl J Med (1999) 4.12

Multivariable analysis: a primer for readers of medical research. Ann Intern Med (2003) 3.14

Serial deletions and duplications suggest a mechanism for the collinearity of Hoxd genes in limbs. Nature (2002) 2.77

Collinearity between a 30-centimorgan segment of Arabidopsis thaliana chromosome 4 and duplicated regions within the Brassica napus genome. Genome (1998) 2.59

Nevill's explanation of Kleiber's 0.75 mass exponent: an artifact of collinearity problems in least squares models? J Appl Physiol (1985) (1997) 1.46

An overview of techniques for dealing with large numbers of independent variables in epidemiologic studies. Prev Vet Med (1997) 1.45

Assessing the level of collinearity between Arabidopsis thaliana and Brassica napus for A. thaliana chromosome 5. Genome (2002) 1.29

Problems of correlations between explanatory variables in multiple regression analyses in the dental literature. Br Dent J (2005) 1.22

Multiple regression for physiological data analysis: the problem of multicollinearity. Am J Physiol (1985) 1.20

Collinearity diagnosis for a relative risk regression analysis: an application to assessment of diet-cancer relationship in epidemiological studies. Stat Med (1992) 1.15

On modeling correlated random variables in risk assessment. Risk Anal (1999) 0.94

A Comparison of Logistic Regression, Logic Regression, Classification Tree, and Random Forests to Identify Effective Gene-Gene and Gene-Environmental Interactions. Int J Appl Sci Technol (2012) 0.91

Bias in diet assessment methods--consequences of collinearity and measurement errors on power and observed relative risks. Int J Epidemiol (1997) 0.89