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1994 | OriginalPaper | Buchkapitel

Quantitative Comparisons: Asymptotic Results

verfasst von : Werner Vach

Erschienen in: Logistic Regression with Missing Values in the Covariates

Verlag: Springer New York

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So far the evaluation of the methods has been performed on a qualitative level: We have three consistent methods (ML Estimation, PML Estimation and Filling) and four asymptotically biased methods (Conditional and Unconditional Probability Imputation, Additional Category and Omission of Covariate). The bias of Complete Case Analysis is of another quality, because it depends only on the structure of the missing rates. With the exception of MDXY mechanisms, Complete Case Analysis yields consistent estimates for the regression parameters β1j and β2k, and hence it can be compared to the three consistent methods mentioned above.

Metadaten
Titel
Quantitative Comparisons: Asymptotic Results
verfasst von
Werner Vach
Copyright-Jahr
1994
Verlag
Springer New York
DOI
https://doi.org/10.1007/978-1-4612-2650-5_5