yaImpute (1.0-19)

yaImpute: An R Package for k-NN Imputation.


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.

Maintainer: Nicholas L. Crookston
Author(s): Nicholas L. Crookston and Andrew O. Finley (Sunil Arya and David Mount for ANN)

License: GPL (>= 2)

Uses: fastICA, gam, randomForest, vegan
Reverse depends: intrinsicDimension, nnDiag
Reverse suggests: LICORS

Released over 6 years ago.