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Journal of the American Statistical Association Volume 95, 2000 - Issue 449
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Applications and Case Studies

Estimation and Inference for Logistic Regression with Covariate Misclassification and Measurement Error in Main Study/Validation Study Designs

Donna Spiegelman Departments of Epidemiology and Biostatistics, Harvard School of Public Health, Boston, MA, 02115
,
Bernard Rosner The Channing Laboratory, Brigham and Women's Hospital, Boston, MA, 02115
&
Roger Logan Department of Epidemiology, Harvard School of Public Health, Boston, MA, 02115
Pages 51-61 | Received 01 Jun 1997, Published online: 17 Feb 2012

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S. R. Cole, L. P. Jacobson, P. C. Tien, L. Kingsley, J. S. Chmiel & K. Anastos. (2009) Using Marginal Structural Measurement-Error Models to Estimate the Long-term Effect of Antiretroviral Therapy on Incident AIDS or Death. American Journal of Epidemiology 171:1, pages 113-122.
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Timothy L. Lash. (2007) Heuristic Thinking and Inference From Observational Epidemiology. Epidemiology 18:1, pages 67-72.
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D. C. Greenwood, J. K. Ransley, M. S. Gilthorpe & J. E. Cade. (2006) Use of Itemized Till Receipts to Adjust for Correlated Dietary Measurement Error. American Journal of Epidemiology 164:10, pages 1012-1018.
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G. J. Prescott & P. H. Garthwaite. (2005) A Bayesian approach to prospective binary outcome studies with misclassification in a binary risk factor. Statistics in Medicine 24:22, pages 3463-3477.
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John P. Buonaccorsi, Petter Laake & Marit B. Veierød. (2005) On the Effect of Misclassification on Bias of Perfectly Measured Covariates in Regression. Biometrics 61:3, pages 831-836.
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Jouni Kuha & Jonathan Temple. (2007) Covariate Measurement Error in Quadratic Regression. International Statistical Review 71:1, pages 131-150.
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Robert J. GlynnGilbert J. L’ItalienHoward D. SessoElizabeth A. JacksonJulie E. Buring. (2002) Development of Predictive Models for Long-Term Cardiovascular Risk Associated With Systolic and Diastolic Blood Pressure. Hypertension 39:1, pages 105-110.
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Eugene Demidenko. 1987. Mixed Models. Mixed Models 681 709 .
George G. Judge, Ron C. Mittelhammer & Douglas J. Miller. (2003) Estimating the Link Function in Multinomial Response Models under Endogeneity. SSRN Electronic Journal.
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