Last data update: 2014.03.03

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R Release (3.2.3)
CranContrib
BioConductor
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Results 1 - 8 of 8 found.
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impute.SEQ_HD (Package: HotDeckImputation) :

Resolves missing data by sequential Hot-Deck Imputation.
● Data Source: CranContrib
● Keywords: NA, impute, manip, multivariate, optimize
● Alias: impute.SEQ_HD
● 0 images

reweight.data (Package: HotDeckImputation) :

Reweighting function to preprocess a data matrix prior to Minkovski distance calculation.
● Data Source: CranContrib
● Keywords: manip
● Alias: reweight.data
● 0 images

match.d_r_odd (Package: HotDeckImputation) :

A function that performs the optimal donor distribution method. GLPK is used to find the optimal solution to the integer program.
● Data Source: CranContrib
● Keywords: optimize
● Alias: match.d_r_odd
● 0 images

HotDeckImputation-package (Package: HotDeckImputation) : Hot Deck Imputation Methods for Missing Data

This package provides hot deck imputation methods to resolve missing data. Methods provided are popular in survey methodology, mostly used in the context of large national statistics, but are also finding their way to data mining due to their computational simplicity. A key aspect of this package is the implementation of the commonly advocated donor-limit.
● Data Source: CranContrib
● Keywords: NA, manip, multivariate, package
● Alias: HotDeckImputation, HotDeckImputation-package
● 0 images

impute.NN_HD (Package: HotDeckImputation) :

A comprehensive function that performs nearest neighbor hot deck imputation. Aspects such as variable weighting, distance types, and donor limiting are implemented. New concepts such as the optimal distribution of donors are also available.
● Data Source: CranContrib
● Keywords: NA, manip, multivariate, optimize
● Alias: impute.NN_HD
● 0 images

impute.mean (Package: HotDeckImputation) : Attribute Wise Mean Imputation

This function imputes the column mean of the complete cases for the missing cases. Utilized by impute.NN_HD as a method for dealing with missing values in distance calculation.
● Data Source: CranContrib
● Keywords: NA, manip
● Alias: impute.mean
● 0 images

impute.CPS_SEQ_HD (Package: HotDeckImputation) :

Resolves missing data by the CPS sequential Hot-Deck Imputation.
● Data Source: CranContrib
● Keywords: NA, impute, manip, multivariate, optimize
● Alias: impute.CPS_SEQ_HD
● 0 images

match.d_r_vam (Package: HotDeckImputation) :

A function that performs Vogel's approximation method. A heuristic to reduce the total sum of donor-recipient distances.
● Data Source: CranContrib
● Keywords: optimize
● Alias: match.d_r_vam
● 0 images