yaImpute
Nearest Neighbor Observation Imputation and Evaluation Tools
Performs nearest neighbor-based imputation using one or more alternative approaches to processing multivariate data. These include methods based on canonical correlation: analysis, canonical correspondence analysis, and a multivariate adaptation of the random forest classification and regression techniques of Leo Breiman and Adele Cutler. Additional methods are also offered. The package includes functions for comparing the results from running alternative techniques, detecting imputation targets that are notably distant from reference observations, detecting and correcting for bias, bootstrapping and building ensemble imputations, and mapping results.
- Version1.0-34.1
- R version≥ 3.0.0
- LicenseGPL-2
- LicenseGPL-3
- Needs compilation?Yes
- yaImpute citation info
- Last release09/21/2024
Documentation
Team
Jeffrey S. Evans
Nicholas L. Crookston
Show author detailsRolesAuthorAndrew O. Finley
Show author detailsRolesAuthorJohn Coulston
Show author detailsRolesContributor, Compiler
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- Depends1 package
- Imports3 packages
- Suggests7 packages
- Reverse Depends1 package
- Reverse Imports7 packages
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