A fair comparison of tree-based and parametric methods in multiple imputation by chained equations.
Sign Up to like & getrecommendations! Published in 2020 at "Statistics in medicine"
DOI: 10.1002/sim.8468
Abstract: Multiple imputation by chained equations (MICE) has emerged as a leading strategy for imputing missing epidemiological data due to its ease of implementation and ability to maintain unbiased effect estimates and valid inference. Within the… read more here.
Keywords: imputation chained; imputation; multiple imputation; tree based ... See more keywords
Method for Incomplete and Imbalanced Data Based on Multivariate Imputation by Chained Equations and Ensemble Learning
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DOI: 10.1109/jbhi.2024.3376428
Abstract: The classification analysis of incomplete and imbalanced data is still a challenging task since these issues could negatively impact the training of classifiers, which were also found in our study on the physical fitness assessments… read more here.
Keywords: ensemble learning; imputation chained; imputation; chained equations ... See more keywords