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Moment Adjusted Imputation for Multivariate Measurement Error Data with Applications to Logistic Regression.

Publication ,  Journal Article
Thomas, L; Stefanski, LA; Davidian, M
Published in: Comput Stat Data Anal
November 1, 2013

In clinical studies, covariates are often measured with error due to biological fluctuations, device error and other sources. Summary statistics and regression models that are based on mismeasured data will differ from the corresponding analysis based on the "true" covariate. Statistical analysis can be adjusted for measurement error, however various methods exhibit a tradeo between convenience and performance. Moment Adjusted Imputation (MAI) is method for measurement error in a scalar latent variable that is easy to implement and performs well in a variety of settings. In practice, multiple covariates may be similarly influenced by biological fluctuastions, inducing correlated multivariate measurement error. The extension of MAI to the setting of multivariate latent variables involves unique challenges. Alternative strategies are described, including a computationally feasible option that is shown to perform well.

Duke Scholars

Published In

Comput Stat Data Anal

DOI

ISSN

0167-9473

Publication Date

November 1, 2013

Volume

67

Start / End Page

15 / 24

Location

Netherlands

Related Subject Headings

  • Statistics & Probability
  • 4905 Statistics
  • 3802 Econometrics
  • 1403 Econometrics
  • 0802 Computation Theory and Mathematics
  • 0104 Statistics
 

Citation

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ICMJE
MLA
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Thomas, L., Stefanski, L. A., & Davidian, M. (2013). Moment Adjusted Imputation for Multivariate Measurement Error Data with Applications to Logistic Regression. Comput Stat Data Anal, 67, 15–24. https://doi.org/10.1016/j.csda.2013.04.017
Thomas, Laine, Leonard A. Stefanski, and Marie Davidian. “Moment Adjusted Imputation for Multivariate Measurement Error Data with Applications to Logistic Regression.Comput Stat Data Anal 67 (November 1, 2013): 15–24. https://doi.org/10.1016/j.csda.2013.04.017.
Thomas L, Stefanski LA, Davidian M. Moment Adjusted Imputation for Multivariate Measurement Error Data with Applications to Logistic Regression. Comput Stat Data Anal. 2013 Nov 1;67:15–24.
Thomas, Laine, et al. “Moment Adjusted Imputation for Multivariate Measurement Error Data with Applications to Logistic Regression.Comput Stat Data Anal, vol. 67, Nov. 2013, pp. 15–24. Pubmed, doi:10.1016/j.csda.2013.04.017.
Thomas L, Stefanski LA, Davidian M. Moment Adjusted Imputation for Multivariate Measurement Error Data with Applications to Logistic Regression. Comput Stat Data Anal. 2013 Nov 1;67:15–24.
Journal cover image

Published In

Comput Stat Data Anal

DOI

ISSN

0167-9473

Publication Date

November 1, 2013

Volume

67

Start / End Page

15 / 24

Location

Netherlands

Related Subject Headings

  • Statistics & Probability
  • 4905 Statistics
  • 3802 Econometrics
  • 1403 Econometrics
  • 0802 Computation Theory and Mathematics
  • 0104 Statistics