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Introduction to vimp1 years ago
Introduction | Installation | Quick Start | Detailed guide | A look at the VRC01 data | A first approach: linear regression | Building a library of learners | Estimating variable importance for a single variable | Estimating variable importance for a group of variables | Types of population variable importance | References
Using precomputed regression function estimates in vimp1 years ago
Introduction | Using precomputed regression function estimates without cross-fitting | A first approach: linear regression | Estimating variable importance for a single variable using precomputed regression function estimates | Estimating variable importance for a group of variables using precomputed regression function estimates | Conclusion | References
Variable importance with coarsened data1 years ago
Introduction | Coarsened data in vimp | Example with missing outcomes | Example with two-phase sampling | References
Extrinsic variable selection3 years ago
Introduction | Extrinsic selection with missing data
Intrinsic variable selection3 years ago
Introduction | Intrinsic selection with missing data
Introduction to lvimp3 years ago
Introduction | Installation | Quick Start
Types of VIMs5 years ago
Introduction | Conditional VIMs | Marginal VIMs | Shapley VIMs | Adjusting for confounders | Conclusion | References
Introduction to flevr5 years ago
Introduction | Installation | Quick start | Extrinsic variable selection | Intrinsic variable selection