affinity
(Package: hot.deck) :
Affinity Calculation
Calculates affinity based on Cranmer and Gill (2013). The function performs the original method (as described in the article) and also a method that takes into account the correlation structure of the observed data that increases efficiency in making matches.
● Data Source:
CranContrib
● Keywords: multiple imputation
● Alias: affinity
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scaleContinuous
(Package: hot.deck) :
Standardize continuous variables.
Standardizes (centers and scales) continuous variable in a dataset, leaving discrete variables untouched.
● Data Source:
CranContrib
● Keywords:
● Alias: scaleContinuous
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is.discrete
(Package: hot.deck) :
Identify whether variables are discrete or continuous
Variables are considered discrete if they have fewer unique, non-missing values than cutoff or they are factors. Otherwise, variables are considered continuous.
● Data Source:
CranContrib
● Keywords:
● Alias: is.discrete
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This package contains all of the functions necessary to perform multiple hot deck imputation on an input data frame with missing observations using either the “best cell” method (default) or the “probabilistic draw” method as described in Cranmer and Gill (2013). This technique is best suited for missingness in discrete variables, though it also works well for continuous missing observations.
● Data Source:
CranContrib
● Keywords: multiple imputation, package
● Alias: hot.deck-package
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hot.deck
(Package: hot.deck) :
Multiple Hot-Deck Imputation
This function performs multiple hot deck imputation on an input data frame with missing observations using either the “best cell” method (default) or the “probabilistic draw” method as described in Cranmer and Gill (2013). This technique is best suited for missingness in discrete variables, though it also performs well on continuous missing data.
● Data Source:
CranContrib
● Keywords: multiple imputation
● Alias: hot.deck
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hd2amelia
(Package: hot.deck) :
Convert hot.deck output to Amelia format
Converts the output from hot.deck to the format used by Amelia for use with the Zelig package.
● Data Source:
CranContrib
● Keywords:
● Alias: hd2amelia
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