miceFast - Fast Imputations Using 'Rcpp' and 'Armadillo'
Fast imputations under the object-oriented programming paradigm. Moreover there are offered a few functions built to work with popular R packages such as 'data.table' or 'dplyr'. The biggest improvement in time performance can be achieved for a calculation where a grouping variable is used. A single evaluation of a quantitative model for the multiple imputations is another major enhancement. A new major improvement is one of the fastest predictive mean matching in the R world because of presorting and binary search.
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cppfastfast-imputationsgroupingimputationimputationsmatrixmromultiple-imputationrcpprcpparmadillovifweightingopenblascppopenmp
6.42 score 19 stars 35 scripts 335 downloadspacs - Supplementary Tools for R Packages Developers
Supplementary utils for CRAN maintainers and R packages developers. Validating the library, packages and lock files. Exploring a complexity of a specific package like evaluating its size in bytes with all dependencies. The shiny app complexity could be explored too. Assessing the life duration of a specific package version. Checking a CRAN package check page status for any errors and warnings. Retrieving a DESCRIPTION or NAMESPACE file for any package version. Comparing DESCRIPTION or NAMESPACE files between different package versions. Getting a list of all releases for a specific package. The Bioconductor is partly supported.
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bioconductordependencieslibrarylifedurationrenvshinytoolsutils
5.41 score 26 stars 8 scripts 259 downloadscat2cat - Handling an Inconsistently Coded Categorical Variable in a Longitudinal Dataset
Unifying an inconsistently coded categorical variable between two different time points in accordance with a mapping table. The main rule is to replicate the observation if it could be assigned to a few categories. Then using frequencies or statistical methods to approximate the probabilities of being assigned to each of them. This procedure was invented and implemented in the paper by 'Nasinski', 'Majchrowska', and 'Broniatowska' (2020) <doi:10.24425/cejeme.2020.134747>.
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categoriesencodingencodingsfactorlongitudinalmappingmappingspaneltransitions
5.18 score 5 stars 5 scripts 238 downloads