CRAN
yaImpute 1.0-31
Nearest Neighbor Observation Imputation and Evaluation Tools
Released Jan 9, 2019 by Nicholas L. Crookston
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.
Installation
Maven
This package can be included as a dependency from a Java or Scala project by including
the following your project's pom.xml
file.
Read more
about embedding Renjin in JVM-based projects.
<dependencies> <dependency> <groupId>org.renjin.cran</groupId> <artifactId>yaImpute</artifactId> <version>1.0-31-b1</version> </dependency> </dependencies> <repositories> <repository> <id>bedatadriven</id> <name>bedatadriven public repo</name> <url>https://nexus.bedatadriven.com/content/groups/public/</url> </repository> </repositories>
Renjin CLI
If you're using Renjin from the command line, you load this library by invoking:
library('org.renjin.cran:yaImpute')
Test Results
This package was last tested against Renjin 0.9.2719 on Jan 12, 2019.
- ann-examples
- applyMask-examples
- asciigridimpute-examples
- bestVars-examples
- buildConsensus-examples
- compare.yai-examples
- correctbias-examples
- ensembleImpute-examples
- errorStats-examples
- foruse-examples
- grmsd-examples
- impute.yai-examples
- mostused-examples
- newtargets-examples
- notablydifferent-examples
- notablydistant-examples
- plot.notablydifferent-examples
- plot.varSel-examples
- plot.yai-examples
- unionDataJoin-examples
- varSelection-examples
- whatsMax-examples
- yai-examples
- yaiVarImp-examples