Package: RSDA 3.2.5

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_3.2.5.tar.gz
RSDA_3.2.5.tar.gz(r-4.7-any)RSDA_3.2.5.tar.gz(r-4.6-any)
RSDA_3.2.5.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
RSDA/json (API)

# Install 'RSDA' in R:

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

Datasets:

abalone - SODAS XML data file.
Cardiological - Cardiological data example
cardiologicalv2 - Cardiological data example
ex_cfa1 - Correspondence Analysis Example
ex_cfa2 - Correspondence Analysis Example
ex_mcfa1 - Multiple Correspondence Analysis Example
ex_mcfa2 - Multiple Correspondence Analysis Example
ex1_db2so - Data example to generate symbolic objets
example1 - Data Example 1
example2 - Data Example 2
example3 - Data Example 3
example4 - Data Example 4
example5 - Data Example 5
example6 - Data Example 6
example7 - Data Example 7
facedata - Face Data Example
hardwoodBrito - Hard Wood Data Example
int_prost_test - Linear regression model data example.
int_prost_train - Linear regression model data example.
lynne1 - Symbolic interval data example.
oils - Ichino Oils example data.
USCrime - Us crime classic data table
uscrime_int - Us crime interval data table.
uscrime_intv2 - Us crime interval data table.
VeterinaryData - Symbolic interval data example

On CRAN:

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

4.30 score 1 stars 4 packages 83 scripts 518 downloads 2 mentions 77 exports 166 dependencies

Last updated from:e2bb084d44. Checks:4 OK. Indexed: yes.

Target	Result	Time
linux-devel-x86_64	OK	233
source / vignettes	OK	343
linux-release-x86_64	OK	227
wasm-release	OK	195

Exports:%>%calc.burt.sym calculate.quantils.RSDA classic.to.sym cor deter.coefficient get_cats get_props HistRSDAToEcdf interval.centers interval.histogram.plot interval.large interval.length interval.max interval.min interval.ranges is.sym.histogram is.sym.interval is.sym.modal is.sym.set map_symbolic_tbl mcfa.scatterplot method_summary pca.supplementary.vertex.lambda.fun.j Percentil.Arrow.plot quantiles.RSDA quantiles.RSDA.KS R2.L R2.U read.sym.table RMSE.L RMSE.U sd SDS.to.RSDA SODAS.to.RSDA sym.all.quantiles.mesh3D.plot sym.all.quantiles.plot sym.circle.plot sym.dist.interval sym.gbm sym.glm sym.histogram sym.histogram.pca sym.interval sym.interval.pc sym.interval.pc.limits sym.kmeans sym.knn sym.lm sym.mcfa sym.modal sym.nnet sym.pca Sym.PCA.Hist.PCA.k.plot sym.predict sym.quantiles.PCA.plot sym.radar.data sym.radar.plot sym.rf sym.rt sym.scatterplot sym.set sym.svm sym.umap sym.var var variance.princ.curve vec_ptype_abbr.symbolic_histogram vec_ptype_abbr.symbolic_interval vec_ptype_abbr.symbolic_modal vec_ptype_abbr.symbolic_set vec_ptype_full.symbolic_histogram vec_ptype_full.symbolic_interval vec_ptype_full.symbolic_modal vec_ptype_full.symbolic_set weighted.center.Hist.RSDA write.sym.table

Dependencies:abind askpass backports base64enc bit bit64 blob boot broom bslib cachem car carData chron class cli cluster codetools colorspace commonmark cowplot cpp11 crosstalk curl data.table DBI Deriv digest doBy dplyr DT e1071 ellipse emmeans estimability evaluate FactoMineR farver fastmap flashClust fontawesome forcats foreach forecast Formula fracdiff fs gbm generics ggplot2 ggpolypath ggrepel ggtext glmnet glue gridtext gsubfn gtable here highr htmltools htmlwidgets httr igraph irlba isoband iterators jpeg jquerylib jsonlite kknn knitr labeling later lattice lazyeval leaps lifecycle litedown lme4 lmtest magrittr markdown MASS Matrix MatrixModels memoise mgcv mime minqa modelr multcompView mvtnorm neuralnet nlme nloptr nnet numDeriv openssl otel pbkrtest pillar pkgconfig plotly plyr png princurve promises proto proxy purrr quantreg R6 randomcoloR randomForest rappdirs rbibutils RColorBrewer Rcpp RcppArmadillo RcppEigen RcppTOML Rdpack reformulas reshape reticulate RJSONIO rlang rmarkdown rpart rprojroot RSpectra RSQLite Rtsne S7 sass scales scatterplot3d shape showtext showtextdb SparseM sqldf stringi stringr survival sys sysfonts tibble tidyr tidyselect timeDate tinytex umap urca utf8 V8 vctrs viridisLite withr xfun XML xml2 xtable yaml zoo

How to use RSDA 3.3

Rendered fromintroduction.Rmdusingknitr::rmarkdown

Last update: 2025-06-02
Started: 2019-10-22

Help page	Topics
$ operator for histograms	$.symbolic_histogram
$ operator for modals	$.symbolic_modal
$ operator for set	$.symbolic_set
SODAS XML data file.	abalone
a data.frame	as.data.frame.symbolic_histogram
convertir a data.frame	as.data.frame.symbolic_interval
Extract values	as.data.frame.symbolic_modal
convertir a data.frame	as.data.frame.symbolic_set
Burt Matrix	calc.burt.sym
quantiles.RSDA	calculate.quantils.RSDA
Cardiological data example	Cardiological
Cardiological data example	cardiologicalv2
Compute centers of the interval	centers.interval
Generate a symbolic data frame	classic.to.sym
Generic function for the correlation	cor cor.default cor.symbolic_interval cor.symbolic_tbl
Generic function for the covariance	cov cov.default cov.symbolic_interval cov.symbolic_tbl
Compute the determination cosfficient	deter.coefficient
Compute a distance vector	dist.vect
Compute the distance vector matrix	dist.vect.matrix
Correspondence Analysis Example	ex_cfa1
Correspondence Analysis Example	ex_cfa2
Multiple Correspondence Analysis Example	ex_mcfa1
Multiple Correspondence Analysis Example	ex_mcfa2
Data example to generate symbolic objets	ex1_db2so
Data Example 1	example1
Data Example 2	example2
Data Example 3	example3
Data Example 4	example4
Data Example 5	example5
Data Example 6	example6
Data Example 7	example7
Face Data Example	facedata
Symbolic modal conversion functions to and from Character	format.symbolic_histogram
Symbolic interval conversion functions to and from Character	format.symbolic_interval
Symbolic modal conversion functions to and from Character	format.symbolic_modal
Symbolic set conversion functions to and from Character	format.symbolic_set
Extract categories	get_cats
Extract prop	get_props
Projections onto PCA	get.limits.PCA
Projections onto PCA	get.limits.PCA.indivduals
Hard Wood Data Example	hardwoodBrito
HistRSDAToEcdf	HistRSDAToEcdf
Linear regression model data example.	int_prost_test
Linear regression model data example.	int_prost_train
calcula centros	interval.centers
Histogram plot for an interval variable	interval.histogram.plot
Calculate the large of each interval	interval.large
Lenght for interval	interval.length
calcula maximos	interval.max
calcula minimos	interval.min
calcula rangos	interval.ranges
Symbolic histogram	is.sym.histogram
Symbolic interval	is.sym.interval
Symbolic modal	is.sym.modal
Symbolic set	is.sym.set
Symbolic interval data example.	lynne1
Plot Interval Scatterplot	mcfa.scatterplot
Symbolic mean for intervals	mean.symbolic_interval mean.symbolic_tbl
Symbolic Median	median.symbolic_interval median.symbolic_tbl
Summary method to CM and CRM regression model	method_summary
Maxima and Minima	$.symbolic_interval max.symbolic_interval min.symbolic_interval
Compute neighbors vertex	neighbors.vertex
Compute the norm of a vector.	norm.vect
Ichino Oils example data.	oils olils
Calculate the distance	pca.supplementary.vertex.fun.j.new
Percentil.Arrow.plot	Percentil.Arrow.plot
Plot UMAP for symbolic data tables	plot.sym_umap
Function for plotting a symbolic object	plot.symbolic_tbl
quantiles.RSDA	quantiles.RSDA
quantiles.RSDA.KS	quantiles.RSDA.KS
Lower boundary correlation coefficient.	R2.L
Upper boundary correlation coefficient.	R2.U
Read a Symbolic Table	read.sym.table
Lower boundary root-mean-square error	RMSE.L
Upper boundary root-mean-square error	RMSE.U
R to Symbolic Data Analysis	RSDA-package RSDA
Generic function for the standard desviation	sd 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 Intervals	stand.data
sym.all.quantiles.mesh3D.plot	sym.all.quantiles.mesh3D.plot
sym.all.quantiles.plot	sym.all.quantiles.plot
Symbolic Circle of Correlations	sym.circle.plot
Distance for Symbolic Interval Variables.	sym.dist.interval
Generalized Boosted Symbolic Regression	sym.gbm
Lasso, Ridge and and Elastic Net Linear regression model to interval variables	sym.glm
Create an symbolic_histogram type object	sym.histogram
sym.histogram.pca	sym.histogram.pca
Create an symbolic_interval type object	sym.interval
Compute a symbolic interval principal components curves	sym.interval.pc
Symbolic interval principal curves limits	sym.interval.pc.limits
Symbolic k-Means	sym.kmeans
Symbolic k-Nearest Neighbor Regression	sym.knn
CM and CRM Linear regression model.	sym.lm
sym.mcfa	sym.mcfa
Create an symbolic_modal type object	sym.modal
Symbolic neural networks regression	sym.nnet
Interval Principal Components Analysis.	sym.interval.pca sym.pca sym.pca.symbolic_tbl
Sym.PCA.Hist.PCA.k.plot	Sym.PCA.Hist.PCA.k.plot
Predict method to CM and CRM regression model	sym.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 model	sym.predict.symbolic_gbm_cm
Predict model_gbm_crm model	sym.predict.symbolic_gbm_crm
Predict model_knn_cm model	sym.predict.symbolic_knn_cm
Predict model_knn_crm model	sym.predict.symbolic_knn_crm
Predict nnet_cm model	sym.predict.symbolic_nnet_cm
Predict nnet_crm model	sym.predict.symbolic_nnet_crm
Predict rf_cm model	sym.predict.symbolic_rf_cm
Predict rf_crm model	sym.predict.symbolic_rf_crm
Predict rt_cm model	sym.predict.symbolic_rt_cm
Predict rt_crm model	sym.predict.symbolic_rt_crm
Predict model_svm_cm model	sym.predict.symbolic_svm_cm
Predict model_svm_crm model	sym.predict.symbolic_svm_crm
sym.quantiles.PCA.plot	sym.quantiles.PCA.plot
Symbolic Regression with Random Forest	sym.rf
Symbolic Regression Trees	sym.rt
Symbolic Scatter Plot	sym.scatterplot
Create an symbolic_set type object	sym.set
Symbolic Support Vector Machines Regression	sym.svm
UMAP for Symbolic Data	sym.umap sym.umap.symbolic_tbl
Symbolic Variable	sym.var
Us crime classic data table	USCrime
Us crime interval data table.	uscrime_int
Us crime interval data table.	uscrime_intv2
Symbolic Variance	var var.default var.symbolic_interval var.symbolic_tbl
Variance of the principal curve	variance.princ.curve
Vertex of the intervals	vertex.interval
Symbolic interval data example	VeterinaryData
weighted.center.Hist.RSDA	weighted.center.Hist.RSDA
Write Symbolic Data Table	write.sym.table

Package: RSDA 3.2.5

RSDA: R to Symbolic Data Analysis

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