5.14. Is MI better than single imputation of a draw from the predictive distribution of the missing...
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5.14. Is MI better than single imputation of a draw from the predictive distribution of the missing values (SI) because (i) It yields more efficient estimates from the filled-in data? (ii) Unlike SI, it yields consistent estimates of quantities that are not linear in the data? (iii) It allows valid inferences from the filled-in data, if the imputation model is correct? (iv) It yields inferences that are robust against model misspecification?
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Statistical Analysis With Missing Data
ISBN: 9780471183860
2nd Edition
Authors: Roderick J. A. Little, Donald B. Rubin
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