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3D-MICE: Integration of cross-sectional and longitudinal imputation for multi-analyte longitudinal clinical data

A key challenge in clinical data mining is that most clinical datasets contain missing data. Since many commonly used machine learning algorithms require complete datasets (no missing data), clinical analytic approaches often entail an imputation procedure to “fill in” missing data. |