Diagnostic Plotting6 years ago
Setup | Distribution of Imputed Values | Convergence of Correlation | Center and Dispersion Convergence | Model OOB Error | Variable Importance | Imputed Variance Between Datasets
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Imputing Missing Data with miceRanger6 years ago
Introduction | Using miceRanger | Simple example | Running in Parallel | Adding More Iterations/Datasets | Specifying Predictors, Value Selector, and Mean Matching Candidates by Variable | Imputing New Data with Existing Models | Using the Imputed Data
The MICE Algorithm6 years ago
Introduction | Predictive Mean Matching | Effects of Mean Matching | Bimodial Variable | Skewed Variable | Integer Variable | Common Use Cases of MICE | Data Leakage: | Funnel Analysis: | Confidence Intervals:
