Package: FuzzyImputationTest 0.4.0

FuzzyImputationTest: Imputation Procedures and Quality Tests for Fuzzy Data

Special procedures for the imputation of missing fuzzy numbers are still underdeveloped. The goal of the package is to provide the new d-imputation method (DIMP for short, Romaniuk, M. and Grzegorzewski, P. (2023) "Fuzzy Data Imputation with DIMP and FGAIN" RB/23/2023) and covert some classical ones applied in R packages ('missForest','miceRanger','knn') for use with fuzzy datasets. Additionally, specially tailored benchmarking tests are provided to check and compare these imputation procedures with fuzzy datasets.

Authors:Maciej Romaniuk [cre, aut]

FuzzyImputationTest_0.4.0.tar.gz
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FuzzyImputationTest_0.4.0.tgz(r-4.4-any)FuzzyImputationTest_0.4.0.tgz(r-4.3-any)
FuzzyImputationTest_0.4.0.tar.gz(r-4.5-noble)FuzzyImputationTest_0.4.0.tar.gz(r-4.4-noble)
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FuzzyImputationTest.pdf |FuzzyImputationTest.html
FuzzyImputationTest/json (API)

# Install 'FuzzyImputationTest' in R:
install.packages('FuzzyImputationTest', repos = c('https://mroman-ibs.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/mroman-ibs/fuzzyimputationtest/issues

On CRAN:

3.85 score 2 scripts 336 downloads 17 exports 130 dependencies

Last updated 7 days agofrom:be7e24bf10. Checks:7 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKJan 24 2025
R-4.5-winOKJan 24 2025
R-4.5-linuxOKJan 24 2025
R-4.4-winOKJan 24 2025
R-4.4-macOKJan 24 2025
R-4.3-winOKJan 24 2025
R-4.3-macOKJan 24 2025

Exports:ApplyStatisticalTestsCalculateFuzzyMeasuresErrorMatrixFuzzifyMatrixFuzzyImputationFuzzyNumbersToMatrixImputationDimpImputationTestsIntroducingNAMatrixToFuzzyNumbersMeasureAHDMeasureEuclideanMeasureHSDmethodNamesMethodsComparisonRemoveNotFuzzyStatisticalMeasures

Dependencies:abindaskpassbackportsbitbit64bootbroomcarcarDatacellrangerclassclicliprcodetoolscolorspacecorrplotcowplotcpp11crayoncurldata.tableDEoptimRDerivDescToolsdigestdoBydoRNGdplyre1071ExactexpmfansifarverFNNforcatsforeachFormulaFuzzyNumbersFuzzySimResgenericsggplot2ggpubrggrepelggsciggsignifgldglmnetgluegridExtragtablehavenhmshttrisobanditeratorsitertoolsjsonlitelabelinglaekenlatticelifecyclelme4lmomlmtestmagrittrMASSMatrixMatrixModelsmgcvmiceRangermicrobenchmarkmimeminqamissForestmodelrmunsellmvtnormnlmenloptrnnetnumDerivopensslpalassopbkrtestpillarpkgconfigpolynomprettyunitsprogressproxypurrrquantregR6randomForestrangerrbibutilsRColorBrewerRcppRcppEigenRdpackreadrreadxlreformulasrematchrlangrngtoolsrobustbaserootSolverstatixrstudioapiscalesshapespSparseMstringistringrsurvivalsystibbletidyrtidyselecttzdbutf8vcdvctrsVIMviridisLitevroomwithrzoo