Package: MAINT.Data 2.7.1

Pedro Duarte Silva

MAINT.Data: Model and Analyse Interval Data

Implements methodologies for modelling interval data by Normal and Skew-Normal distributions, considering appropriate parameterizations of the variance-covariance matrix that takes into account the intrinsic nature of interval data, and lead to four different possible configuration structures. The Skew-Normal parameters can be estimated by maximum likelihood, while Normal parameters may be estimated by maximum likelihood or robust trimmed maximum likelihood methods.

Authors:Pedro Duarte Silva <[email protected]>, Paula Brito <mpbrito.fep.up.pt>

MAINT.Data_2.7.1.tar.gz
MAINT.Data_2.7.1.tar.gz(r-4.5-noble)MAINT.Data_2.7.1.tar.gz(r-4.4-noble)
MAINT.Data_2.7.1.tgz(r-4.4-emscripten)MAINT.Data_2.7.1.tgz(r-4.3-emscripten)
MAINT.Data.pdf |MAINT.Data.html
MAINT.Data/json (API)

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

Peer review:

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
Datasets:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.15 score 14 scripts 503 downloads 73 exports 62 dependencies

Last updated 2 years agofrom:d471fb2c79. Checks:OK: 1 NOTE: 1. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 20 2024
R-4.5-linux-x86_64NOTENov 20 2024

Exports:AgrMcDtAICBestCBestGBestModelBICcbindclassificationcnvCPtoDPcnvDPtoCPcoefcolnamesConfMatcorCovCaseDACrossValEMControlfasttlefulltlegetetagetIdtOutlgetMahaD2getmultiCmpCorgetRefDistH0resH1resheadHmcdtIDataIdtmclustldalogLikLogRangesMANOVAMANOVAPermTestMCDcnp2MCDRewcnp2meanMidPointsmleNbMicroUnitsNbMicroUnits<-ncolnrowObsLogLiksparameterspcoordplotplotplotInfCrtPostProbpredictproqdaqHardRoqFRangesrbindRepLOptimRobEstControlRobldaRobMxtDEstRobqdarow.namesrownamessdSelCritshowsndastdErsummarytailtestModvarvcov

Dependencies:clicolorspacecpp11crayonDEoptimRdigestdplyrfansifarverforcatsgenericsGGallyggplot2ggstatsgluegtablehmsisobandlabelinglatticelifecyclemagrittrMASSMatrixMatrixModelsmclustmgcvmiscToolsmnormtmunsellmvtnormnlmenumDerivpatchworkpcaPPpillarpkgconfigplyrprettyunitsprogresspurrrquantregR6RColorBrewerRcppRcppArmadillorlangrobustbaserrcovscalessnSparseMstringistringrsurvivaltibbletidyrtidyselectutf8vctrsviridisLitewithr

Readme and manuals

Help Manual

Help pageTopics
Modelling and Analizing Interval DataMAINT.Data-package MAINT.Data
Abalone Data SetAbaDF Abalone AbaloneIdt AbUnits
Agregate Micro DataAgrMcDt
Methods for function BestModel in Package `MAINT.Data'BestModel BestModel,IData-method BestModel-methods
Cars Data SetCars
China Temperatures Data SetChinaTemp
Methods for function coef in Package `MAINT.Data'coef coef,IdtNandSNDE-method coef,IdtNDE-method coef,IdtSNDE-method coef-methods
Confussion Matrices for classification resultsConfMat
Class "Configuration Tests"ConfTests-class show,ConfTests-method
Methods for function cor in Package `MAINT.Data'cor cor,IdtMxNDE-method cor,IdtMxSNDE-method cor,IdtNandSNDE-method cor,IdtNDE-method cor,IdtSNDE-method cor-methods
Cross Validation for Discriminant Analysis Classification RulesDACrossVal
Constructor function for objects of class EMControlEMControl
EM algorithm control parameters for fitting Gaussian mixtures to interval data.EMControl-class
Class "extmatrix"extmatrix-class
Methods for Function fasttle in Package 'MAINT.Data'fasttle fasttle,IData-method fasttle-methods
Methods for Function fulltle in Package 'MAINT.Data'fulltle fulltle,IData-method fulltle-methods
Get Interval Data OutliersgetIdtOutl
Interval Data objectsIData is.IData
Class IDatahead,IData-method IData-class LogRanges,IData-method MidPoints,IData-method NbMicroUnits,IData-method print,IData-method Ranges,IData-method summary,IData-method tail,IData-method
Class IdtEAIC,IdtE-method BestModel,IdtE-method BIC,IdtE-method IdtE-class IdtSngDE-class logLik,IdtE-method sd,IdtE-method show,IdtE-method summary,IdtE-method testMod,IdtE-method
Class "Idtlda"CovCase,Idtlda-method Idtlda-class predict,Idtlda-method show,Idtlda-method
Class IdtMANOVAIdtClMANOVA-class IdtGenNSNMANOVA-class IdtGenSNMANOVA-class IdtHetNMANOVA-class IdtLocNSNMANOVA-class IdtLocSNMANOVA-class IdtMANOVA-class
Class IdtMclustAIC,IdtMclust-method BestC BestC,IdtMclust-method BestG BestG,IdtMclust-method BIC,IdtMclust-method classification classification,IdtMclust-method cor,IdtMclust-method Hmcdt Hmcdt,IdtMclust-method IdtMclust-class logLik,IdtMclust-method mean,IdtMclust-method parameters parameters,IdtMclust-method PostProb PostProb,IdtMclust-method pro pro,IdtMclust-method SelCrit SelCrit,IdtMclust-method show,IdtMclust-method var,IdtMclust-method
Methods for function Idtmclust in Package `MAINT.Data'Idtmclust Idtmclust,IData-method Idtmclust-methods
Class IdtMxEIdtMxE-class
Class IdtMxNandSNDEIdtMxNandSNDE-class
Class IdtMxNDEIdtMxNDE-class
Class IdtMxNDEIdtMxNDRE-class
Class IdtMxSNDEIdtMxSNDE-class
Class IdtMxtNDEIdtMxtNDE-class
Class IdtNandSNDEIdtNandSNDE-class
Class IdtNDEIdtNDE-class
Class IdtOutlgeteta geteta,IdtOutl-method getMahaD2 getMahaD2,IdtOutl-method getmultiCmpCor getmultiCmpCor,IdtOutl-method getRefDist getRefDist,IdtOutl-method IdtOutl-class print,IdtOutl-method
Plot method for class IdtOutl in Package `MAINT.Data'IdtOutl-methods plot,IdtOutl,missing-method
Class "Idtqda"CovCase,Idtqda-method Idtqda-class predict,Idtqda-method show,Idtqda-method
Class "IdtSNDE"IdtSNDE-class
Class "IdtSNgenda"CovCase,IdtSNgenda-method IdtSNgenda-class predict,IdtSNgenda-method show,IdtSNgenda-method
Class IdtSngNandSNDEIdtSngNandSNDE-class
Class IdtSngNDEIdtSngNDE-class
Class IdtSngNDREIdtSngNDRE-class
Class IdtSngSNDEIdtSngSNDE-class
Class "IdtSNlocda"CovCase,IdtSNlocda-method IdtSNlocda-class predict,IdtSNlocda-method show,IdtSNlocda-method
Linear Discriminant Analysis of Interval Datalda lda,IData-method lda,IdtClMANOVA-method lda,IdtLocNSNMANOVA-method lda,IdtMxtNDE-method lda-methods
Loans by purpose: minimum and maximum Data SetLoansbyPurpose_minmaxDt
Loans by risk levels: minimum and maximum Data SetLoansbyRiskLvs_minmaxDt
Loans by risk levels: ten and ninety per cent quantiles Data SetLoansbyRiskLvs_qntlDt
Class LRTestLRTest-class show,LRTest-method
Methods for Function MANOVA in Package `MAINT.Data'H0res H0res,IdtMANOVA-method H1res H1res,IdtMANOVA-method MANOVA MANOVA,IData-method MANOVA-methods show,IdtMANOVA-method
MANOVA permutation testMANOVAPermTest
Methods for function mean in Package `MAINT.Data'mean mean,IdtMxNDE-method mean,IdtMxSNDE-method mean,IdtNandSNDE-method mean,IdtNDE-method mean,IdtSNDE-method mean-methods
Methods for function mle in Package `MAINT.Data'mle mle,IData-method mle-methods
New York City flights Data SetFlightsDF FlightsIdt FlightsUnits nycflights
Parallel coordinates plot.pcoordplot pcoordplot,IdtMclust-method pcoordplot-methods
Methods for function plot in Package `MAINT.Data'plot plot,IData,IData-method plot,IData,missing-method plot,IData-method plot-methods
Information criteria plot.plotInfCrt plotInfCrt,IdtMclust-method plotInfCrt-methods
Quadratic Discriminant Analysis of Interval Dataqda qda,IData-method qda,IdtGenNSNMANOVA-method qda,IdtHetNMANOVA-method qda,IdtMxtNDE-method qda-methods
Hardin and Rocke F-quantilesqHardRoqF
Repeated Local OptimizationRepLOptim
Robust Discriminant Analysis of Interval DataRoblda Roblda,IData-method Roblda-methods Robqda Robqda,IData-method Robqda-methods
Constructor function for objects of class RobEstControlRobEstControl
Class 'RobEstControl' - contains control parameters for the robust estimation of parametric interval data models.RobEstControl-class
Methods for Function RobMxtDEst in Package `MAINT.Data'RobMxtDEst RobMxtDEst,IData-method RobMxtDEst-methods
Skew-Normal Discriminant Analysis of Interval Datasnda snda,IData-method snda,IdtGenNSNMANOVA-method snda,IdtGenSNMANOVA-method snda,IdtLocNSNMANOVA-method snda,IdtLocSNMANOVA-method snda-methods
Methods for function stdEr in Package `MAINT.Data'stdEr stdEr,IdtNandSNDE-method stdEr,IdtNDE-method stdEr,IdtSNDE-method stdEr-methods
IdtMclust summary methodsummary,IdtMclust-method
Methods for Function testMod in Package `MAINT.Data'testMod testMod-methods
Methods for function var in Package `MAINT.Data'var var,IdtMxNDE-method var,IdtMxSNDE-method var,IdtNandSNDE-method var,IdtNDE-method var,IdtSNDE-method var-methods
Methods for function vcov in Package `MAINT.Data'vcov vcov,IdtMxNDE-method vcov,IdtMxSNDE-method vcov,IdtNandSNDE-method vcov,IdtNDE-method vcov,IdtSNDE-method vcov-methods