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yaImpute (version 1.0-19)

yaImpute: An R Package for k-NN Imputation

Description

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, and mapping results.

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Install

install.packages('yaImpute')

Monthly Downloads

4,026

Version

1.0-19

License

GPL (>= 2)

Last Published

August 9th, 2013

Functions in yaImpute (1.0-19)