Package: FuzzyImputationTest 0.5.0

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_0.5.0.tar.gz
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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'))

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

On CRAN:

Conda:

3.90 score 2 scripts 238 downloads 17 exports 138 dependencies

Last updated 6 days agofrom:c91066434b. Checks:9 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 26 2025
R-4.5-winOKMar 26 2025
R-4.5-macOKMar 26 2025
R-4.5-linuxOKMar 26 2025
R-4.4-winOKMar 26 2025
R-4.4-macOKMar 26 2025
R-4.4-linuxOKMar 26 2025
R-4.3-winOKMar 26 2025
R-4.3-macOKMar 26 2025

Exports:ApplyStatisticalTestsCalculateFuzzyMeasuresErrorMatrixFuzzifyMatrixFuzzyImputationFuzzyNumbersToMatrixImputationDimpImputationTestsIntroducingNAMatrixToFuzzyNumbersMeasureAHDMeasureEuclideanMeasureHSDmethodNamesMethodsComparisonRemoveNotFuzzyStatisticalMeasures

Dependencies:abindaskpassbackportsbitbit64bootbroomcarcarDatacellrangerclassclicliprcodetoolscolorspacecorrplotcowplotcpp11crayoncurldata.tableDEoptimRDerivDescToolsdigestdoBydoRNGdplyre1071ExactexpmfansifarverFNNforcatsforeachFormulaFuzzyNumbersFuzzyResamplingFuzzySimResgenericsggplot2ggpubrggrepelggsciggsignifgldglmnetgluegridExtragtablehavenhmshttrisobanditeratorsitertoolsjomojsonlitelabelinglaekenlatticelifecyclelme4lmomlmtestmagrittrMASSMatrixMatrixModelsmgcvmicemiceRangermicrobenchmarkmimeminqamissForestmitmlmodelrmunsellmvtnormnlmenloptrnnetnumDerivopensslordinalpalassopanpbkrtestpillarpkgconfigpolynomprettyunitsprogressproxypurrrquantregR6randomForestrangerrbibutilsRColorBrewerRcppRcppEigenRdpackreadrreadxlreformulasrematchrlangrngtoolsrobustbaserootSolverpartrstatixrstudioapiscalesshapespSparseMstringistringrsurvivalsystibbletidyrtidyselecttzdbucminfutf8vcdvctrsVIMviridisLitevroomwithrzoo