Package: RSDA 3.2.1

Oldemar Rodriguez

RSDA: R to Symbolic Data Analysis

Symbolic Data Analysis (SDA) was proposed by professor Edwin Diday in 1987, the main purpose of SDA is to substitute the set of rows (cases) in the data table for a concept (second order statistical unit). This package implements, to the symbolic case, certain techniques of automatic classification, as well as some linear models.

Authors:Oldemar Rodriguez [aut, cre], Jose Emmanuel Chacon [cph], Carlos Aguero [cph], Jorge Arce [cph]

RSDA_3.2.1.tar.gz
RSDA_3.2.1.tar.gz(r-4.5-noble)RSDA_3.2.1.tar.gz(r-4.4-noble)
RSDA_3.2.1.tgz(r-4.4-emscripten)RSDA_3.2.1.tgz(r-4.3-emscripten)
RSDA.pdf |RSDA.html✨
RSDA/json (API)

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

Peer review:

Datasets:

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

77 exports 1 stars 1.51 score 147 dependencies 3 dependents 2 mentions 78 scripts 481 downloads

Last updated 10 months agofrom:7b160582ec. Checks:OK: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 05 2024
R-4.5-linuxOKSep 05 2024

Exports:%>%calc.burt.symcalculate.quantils.RSDAclassic.to.symcordeter.coefficientget_catsget_propsHistRSDAToEcdfinterval.centersinterval.histogram.plotinterval.largeinterval.lengthinterval.maxinterval.mininterval.rangesis.sym.histogramis.sym.intervalis.sym.modalis.sym.setmap_symbolic_tblmcfa.scatterplotmethod_summarypca.supplementary.vertex.lambda.fun.jPercentil.Arrow.plotquantiles.RSDAquantiles.RSDA.KSR2.LR2.Uread.sym.tableRMSE.LRMSE.UsdSDS.to.RSDASODAS.to.RSDAsym.all.quantiles.mesh3D.plotsym.all.quantiles.plotsym.circle.plotsym.dist.intervalsym.gbmsym.glmsym.histogramsym.histogram.pcasym.intervalsym.interval.pcsym.interval.pc.limitssym.kmeanssym.knnsym.lmsym.mcfasym.modalsym.nnetsym.pcaSym.PCA.Hist.PCA.k.plotsym.predictsym.quantiles.PCA.plotsym.radar.datasym.radar.plotsym.rfsym.rtsym.scatterplotsym.setsym.svmsym.umapsym.varvarvariance.princ.curvevec_ptype_abbr.symbolic_histogramvec_ptype_abbr.symbolic_intervalvec_ptype_abbr.symbolic_modalvec_ptype_abbr.symbolic_setvec_ptype_full.symbolic_histogramvec_ptype_full.symbolic_intervalvec_ptype_full.symbolic_modalvec_ptype_full.symbolic_setweighted.center.Hist.RSDAwrite.sym.table

Dependencies:abindaskpassbackportsbase64encbitbit64blobbootbroombslibcachemcarcarDatachronclasscliclustercodetoolscolorspacecowplotcpp11crosstalkcurldata.tableDBIDerivdigestdoBydplyrDTe1071ellipseemmeansestimabilityevaluateFactoMineRfansifarverfastmapflashClustfontawesomeforcatsforeachfsgbmgenericsggplot2ggpolypathggrepelglmnetgluegsubfngtableherehighrhtmltoolshtmlwidgetshttpuvhttrigraphisobanditeratorsjquerylibjsonlitekknnknitrlabelinglaterlatticelazyevalleapslifecyclelme4magrittrMASSMatrixMatrixModelsmemoisemgcvmicrobenchmarkmimeminqamodelrmultcompViewmunsellmvtnormneuralnetnlmenloptrnnetnumDerivopensslpbkrtestpillarpkgconfigplogrplotlyplyrpngprincurvepromisesprotoproxypurrrquantregR6randomcoloRrandomForestrappdirsRColorBrewerRcppRcppEigenRcppTOMLreshapereticulateRJSONIOrlangrmarkdownrpartrprojrootRSpectraRSQLiteRtsnesassscalesscatterplot3dshapeSparseMsqldfstringistringrsurvivalsystibbletidyrtidyselecttinytexumaputf8V8vctrsviridisLitewithrxfunXMLxtableyaml

How to use RSDA 3.2.1

Rendered fromintroduction.Rmdusingknitr::rmarkdownon Sep 05 2024.

Last update: 2023-11-10
Started: 2019-10-22

Readme and manuals

Help Manual

Help pageTopics
$ operator for histograms$.symbolic_histogram
$ operator for modals$.symbolic_modal
$ operator for set$.symbolic_set
SODAS XML data file.abalone
a data.frameas.data.frame.symbolic_histogram
convertir a data.frameas.data.frame.symbolic_interval
Extract valuesas.data.frame.symbolic_modal
convertir a data.frameas.data.frame.symbolic_set
Burt Matrixcalc.burt.sym
quantiles.RSDAcalculate.quantils.RSDA
Cardiological data exampleCardiological
Cardiological data examplecardiologicalv2
Compute centers of the intervalcenters.interval
Generate a symbolic data frameclassic.to.sym
Generic function for the correlationcor cor.default cor.symbolic_interval cor.symbolic_tbl
Generic function for the covariancecov cov.default cov.symbolic_interval cov.symbolic_tbl
Compute the determination cosfficientdeter.coefficient
Compute a distance vectordist.vect
Compute the distance vector matrixdist.vect.matrix
Correspondence Analysis Exampleex_cfa1
Correspondence Analysis Exampleex_cfa2
Multiple Correspondence Analysis Exampleex_mcfa1
Multiple Correspondence Analysis Exampleex_mcfa2
Data example to generate symbolic objetsex1_db2so
Data Example 1example1
Data Example 2example2
Data Example 3example3
Data Example 4example4
Data Example 5example5
Data Example 6example6
Data Example 7example7
Face Data Examplefacedata
Symbolic modal conversion functions to and from Characterformat.symbolic_histogram
Symbolic interval conversion functions to and from Characterformat.symbolic_interval
Symbolic modal conversion functions to and from Characterformat.symbolic_modal
Symbolic set conversion functions to and from Characterformat.symbolic_set
Extract categoriesget_cats
Extract propget_props
Projections onto PCAget.limits.PCA
Projections onto PCAget.limits.PCA.indivduals
Hard Wood Data ExamplehardwoodBrito
HistRSDAToEcdfHistRSDAToEcdf
Linear regression model data example.int_prost_test
Linear regression model data example.int_prost_train
calcula centrosinterval.centers
Histogram plot for an interval variableinterval.histogram.plot
Calculate the large of each intervalinterval.large
Lenght for intervalinterval.length
calcula maximosinterval.max
calcula minimosinterval.min
calcula rangosinterval.ranges
Symbolic histogramis.sym.histogram
Symbolic intervalis.sym.interval
Symbolic modalis.sym.modal
Symbolic setis.sym.set
Symbolic interval data example.lynne1
Plot Interval Scatterplotmcfa.scatterplot
Symbolic mean for intervalsmean.symbolic_interval mean.symbolic_tbl
Symbolic Medianmedian.symbolic_interval median.symbolic_tbl
Summary method to CM and CRM regression modelmethod_summary
Maxima and Minima$.symbolic_interval max.symbolic_interval min.symbolic_interval
Compute neighbors vertexneighbors.vertex
Compute the norm of a vector.norm.vect
Ichino Oils example data.oils olils
Calculate the distancepca.supplementary.vertex.fun.j.new
Percentil.Arrow.plotPercentil.Arrow.plot
Plot UMAP for symbolic data tablesplot.sym_umap
Function for plotting a symbolic objectplot.symbolic_tbl
quantiles.RSDAquantiles.RSDA
quantiles.RSDA.KSquantiles.RSDA.KS
Lower boundary correlation coefficient.R2.L
Upper boundary correlation coefficient.R2.U
Read a Symbolic Tableread.sym.table
Lower boundary root-mean-square errorRMSE.L
Upper boundary root-mean-square errorRMSE.U
R to Symbolic Data AnalysisRSDA
Generic function for the standard desviationsd sd.default sd.symbolic_interval sd.symbolic_tbl
SDS SODAS files to RSDA files.SDS.to.RSDA
XML SODAS files to RSDA files.SODAS.to.RSDA
Standardized Intervalsstand.data
sym.all.quantiles.mesh3D.plotsym.all.quantiles.mesh3D.plot
sym.all.quantiles.plotsym.all.quantiles.plot
Symbolic Circle of Correlationssym.circle.plot
Distance for Symbolic Interval Variables.sym.dist.interval
Generalized Boosted Symbolic Regressionsym.gbm
Lasso, Ridge and and Elastic Net Linear regression model to interval variablessym.glm
Create an symbolic_histogram type objectsym.histogram
sym.histogram.pcasym.histogram.pca
Create an symbolic_interval type objectsym.interval
Compute a symbolic interval principal components curvessym.interval.pc
Symbolic interval principal curves limitssym.interval.pc.limits
Symbolic k-Meanssym.kmeans
Symbolic k-Nearest Neighbor Regressionsym.knn
CM and CRM Linear regression model.sym.lm
sym.mcfasym.mcfa
Create an symbolic_modal type objectsym.modal
Symbolic neural networks regressionsym.nnet
Interval Principal Components Analysis.sym.interval.pca sym.pca sym.pca.symbolic_tbl
Sym.PCA.Hist.PCA.k.plotSym.PCA.Hist.PCA.k.plot
Predict method to CM and CRM regression modelsym.predict sym.predict.symbolic_glm_cm sym.predict.symbolic_glm_crm sym.predict.symbolic_lm_cm sym.predict.symbolic_lm_crm
Predict model_gbm_cm modelsym.predict.symbolic_gbm_cm
Predict model_gbm_crm modelsym.predict.symbolic_gbm_crm
Predict model_knn_cm modelsym.predict.symbolic_knn_cm
Predict model_knn_crm modelsym.predict.symbolic_knn_crm
Predict nnet_cm modelsym.predict.symbolic_nnet_cm
Predict nnet_crm modelsym.predict.symbolic_nnet_crm
Predict rf_cm modelsym.predict.symbolic_rf_cm
Predict rf_crm modelsym.predict.symbolic_rf_crm
Predict rt_cm modelsym.predict.symbolic_rt_cm
Predict rt_crm modelsym.predict.symbolic_rt_crm
Predict model_svm_cm modelsym.predict.symbolic_svm_cm
Predict model_svm_crm modelsym.predict.symbolic_svm_crm
sym.quantiles.PCA.plotsym.quantiles.PCA.plot
Symbolic Regression with Random Forestsym.rf
Symbolic Regression Treessym.rt
Symbolic Scatter Plotsym.scatterplot
Create an symbolic_set type objectsym.set
Symbolic Support Vector Machines Regressionsym.svm
UMAP for Symbolic Datasym.umap sym.umap.symbolic_tbl
Symbolic Variablesym.var
Us crime classic data tableUSCrime
Us crime interval data table.uscrime_int
Us crime interval data table.uscrime_intv2
Symbolic Variancevar var.default var.symbolic_interval var.symbolic_tbl
Variance of the principal curvevariance.princ.curve
Vertex of the intervalsvertex.interval
Symbolic interval data exampleVeterinaryData
weighted.center.Hist.RSDAweighted.center.Hist.RSDA
Write Symbolic Data Tablewrite.sym.table