Multicollinearity in Logistic Regression Models
- PMID: 34257197
- DOI: 10.1213/ANE.0000000000005593
Multicollinearity in Logistic Regression Models
Conflict of interest statement
The authors declare no conflicts of interest.
Comment on
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A Bayesian Comparison of Frailty Instruments in Noncardiac Surgery: A Cohort Study.Anesth Analg. 2021 Aug 1;133(2):366-373. doi: 10.1213/ANE.0000000000005290. Anesth Analg. 2021. PMID: 33264118
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References
-
- McIsaac D, Aucoin S, Walraven C. A Bayesian comparison of frailty instruments in noncardiac surgery: a cohort study. Anesth Analg. 2021;133:366–373.
-
- Taboga M. Multicollinearity. Lectures on Probability Theory and Mathematical Statistics. 2017.3rd ed. Kindle Direct Publishing;
-
- Spiegelhalter DJ, Abrams KR, Myles JP. Bayesian Approaches to Clinical Trials and Health-Care Evaluation. 2004.John Wiley & Sons;
-
- Midi H, Sarkar SK, Rana S. Collinearity diagnostics of binary logistic regression model. J Interdiscip Math. 2010;13:253–267.
-
- American College of Surgeons User Guide for the 2014 ACS NSQIP Participant Use Data File. 2015. Accessed April 5, 2021. https://www.facs.org/-/media/files/quality-programs/nsqip/nsqip_puf_user... .
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