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Polkas committed Feb 3, 2025
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This vignette introduces the **miceFast** package, which provides fast imputations in an object-oriented programming style.
The underlying methods rely on quantitative models with closed-form solutions implemented via linear algebra operations.
The greatest performance gains often arise when:

- A grouping variable is involved (the grouping structure is leveraged efficiently).
- Multiple imputations are performed by evaluating a model only once and then reusing it.

Additional utility functions are provided for easy integration with popular R packages such as **dplyr** and **data.table**.

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1. Calculate VIF.
2. Perform various imputations with and without grouping.
3. Use imputations (e.g., averaging across 30 draws).
4. Safely handle collinearity or small group sizes by wrapping calls in `tryCatch`.
3. Safely handle collinearity or small group sizes by wrapping calls in `tryCatch`.

```{r, echo=TRUE}
# VIF (Variance Inflation Factor) > ~10 suggests collinearity problems.
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