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.

Author
Oldemar Rodriguez R. with contributions from Olger Calderon, Roberto Zuniga and Jorge Arce
Date of publication
2015-11-04 01:10:28
Maintainer
Oldemar Rodriguez <oldemar.rodriguez@ucr.ac.cr>
License
GPL (>= 2)
Version
1.3
URLs

View on CRAN

Man pages

abalone
SODAS XML data file.
Cardiological
Cardiological data example
centers.interval
Compute centers of the interval
cfa.scatterplot
CFA Symbolic Scatter Plot
classic.to.sym
Generate a symbolic data table
deter.coefficient
Compute the determination cosfficient
display.sym.table
display.sym.table
dist.vect
Compute a distance vector
dist.vect.matrix
Compute the distance vector matrix
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 7
example7
Data Example 7
ex_cfa1
Correspondence Analysis Example
ex_cfa2
Correspondence Analysis Example
facedata
Face Data Example
generate.sym.table
Generate a Symbolic Data Table
interscal
Interscal Method
interval.dist
Interval Distance Matrix
interval.dist.tobj
Symbolic Objects Distance
int_prost_test
Linear regression model data example
int_prost_train
Linear regression model data example
lynne1
Symbolic interval data example
lynne2
Symbolic interval data example
neighbors.vertex
Compute neighbors vertex
norm.vect
Compute the norm of a vector
oils
Ichino Oils example data
predictsym.glm
Predict method to Lasso, Ridge and and Elastic Net Linear...
predictsym.lm
Predict method to CM and CRM Linear regression model
R2.L
Lower boundary correlation coefficient.
R2.U
Upper boundary correlation coefficient.
read.sym.table
Read a Symbolic Table
RMSE.L
Lower boundary root-mean-square error
RMSE.U
Upper boundary root-mean-square error
RSDA-package
R to Symbolic Data Analysis
SDS.to.RSDA
SDS SODAS files to RSDA files.
SODAS.to.RSDA
XML SODAS files to RSDA files.
StudentsGrades
Data Example
sym.cfa
Symbolic correspondence analysis
sym.circle.plot
Symbolic Circle of Correlations
sym.cor
Symbolic Correlation
sym.cov
Symbolic Covariance
sym.glm
Lasso, Ridge and and Elastic Net Linear regression model to...
sym.hclust
Symbolic Hierarchical Clustering
sym.histogram.pca
Histogram Principal Components Analysis
sym.interval.pc
Compute a symbolic interval principal components curves
sym.interval.pca
Interval Principal Components Analysis
sym.interval.pc.limits
Symbolic interval principal curves limits
sym.kmeans
Symbolic k-Means
sym.lm
CM and CRM Linear regression model
sym.lm.bi
Symbolic Linear Regression for two variables
sym.mds
Symbolic Multidemensional Scaling
sym.mean
Symbolic Mean
sym.median
Symbolic Median
sym.obj
Symbolic Object
sym.scatterplot
Symbolic Scatter Plot
sym.scatterplot3d
Symbolic Scatter Plot 3D
sym.scatterplot.ggplot
Symbolic Scatter GGPlot
sym.sd
Symbolic Standard Desviation
sym.var
Symbolic Variable (Feature)
sym.variance
Symbolic Variance
USCrime
Us crime classic data table
uscrime_int
Us crime interval data table
variance.princ.curve
Variance of the principal curve
vertex.interval
Vertex of the intervals
VeterinaryData
Symbolic interval data example
write.sym.table
Write Symbolic Data Table

Files in this package

RSDA
RSDA/NAMESPACE
RSDA/data
RSDA/data/USCrime.rda
RSDA/data/oils.rda
RSDA/data/abalone.rda
RSDA/data/ex_cfa1.rda
RSDA/data/ex_cfa2.rda
RSDA/data/example1.rda
RSDA/data/int_prost_train.rda
RSDA/data/example6.rda
RSDA/data/lynne2.rda
RSDA/data/Cardiological.rda
RSDA/data/example2.rda
RSDA/data/uscrime_int.rda
RSDA/data/int_prost_test.rda
RSDA/data/example7.rda
RSDA/data/VeterinaryData.rda
RSDA/data/facedata.rda
RSDA/data/example3.rda
RSDA/data/example5.rda
RSDA/data/lynne1.rda
RSDA/data/example4.rda
RSDA/data/StudentsGrades.rda
RSDA/data/ex1_db2so.rda
RSDA/R
RSDA/R/SDS.to.RSDA.R
RSDA/R/vertex.interval.R
RSDA/R/process.histogram.variable.R
RSDA/R/sym.lm.R
RSDA/R/classic.to.sym.R
RSDA/R/cfa.MatrixZ.R
RSDA/R/interval.dist.tobj.R
RSDA/R/R2.U.R
RSDA/R/process.interval.variable.R
RSDA/R/sym.glm.R
RSDA/R/sym.sd.R
RSDA/R/display.sym.table.R
RSDA/R/variance.princ.curve.R
RSDA/R/dist.vect.R
RSDA/R/process.inter.cont.variable.R
RSDA/R/cfa.scatterplot.R
RSDA/R/process.mult.nominal.variable.R
RSDA/R/deter.coefficient.R
RSDA/R/plotX.slice.R
RSDA/R/sym.cfa.R
RSDA/R/newSobject.R
RSDA/R/process.continue.variable.R
RSDA/R/sym.mean.R
RSDA/R/process.continuum.variable.R
RSDA/R/neighbors.vertex.R
RSDA/R/process.mult.nominal.modif.variable.R
RSDA/R/RMSE.U.R
RSDA/R/interscal.B.R
RSDA/R/predictsym.lm.R
RSDA/R/sym.median.R
RSDA/R/RMSE.L.R
RSDA/R/sym.interval.pc.R
RSDA/R/read.sym.table.R
RSDA/R/process.nominal.variable.R
RSDA/R/sym.interval.pc.limits.R
RSDA/R/write.sym.table.R
RSDA/R/sym.cor.R
RSDA/R/sym.circle.plot.R
RSDA/R/sym.var.R
RSDA/R/norm.vect.R
RSDA/R/R2.L.R
RSDA/R/interval.dist.R
RSDA/R/cfa.totals.R
RSDA/R/sym.variance.R
RSDA/R/rightarrow.matrix.R
RSDA/R/cfa.CVPRealz.R
RSDA/R/sym.lm.bi.R
RSDA/R/process.set.variable.R
RSDA/R/dist.vect.matrix.R
RSDA/R/sym.obj.R
RSDA/R/predictsym.glm.R
RSDA/R/sym.hclust.R
RSDA/R/SODAS.to.RSDA.R
RSDA/R/sym.mds.R
RSDA/R/sym.cov.R
RSDA/R/sym.scatterplot.R
RSDA/R/sym.scatterplot3d.R
RSDA/R/sym.scatterplot.ggplot.R
RSDA/R/centers.interval.R
RSDA/R/generate.sym.table.R
RSDA/R/sym.kmeans.R
RSDA/R/cfa.Czz.R
RSDA/R/cfa.minmax.R
RSDA/R/interscal.delta.R
RSDA/R/sym.histogram.pca.R
RSDA/R/downarrow.matrix.R
RSDA/R/interscal.R
RSDA/R/sym.normalize.R
RSDA/R/sym.interval.pca.R
RSDA/MD5
RSDA/DESCRIPTION
RSDA/man
RSDA/man/R2.L.Rd
RSDA/man/sym.interval.pca.Rd
RSDA/man/sym.scatterplot.Rd
RSDA/man/example2.Rd
RSDA/man/example7.Rd
RSDA/man/sym.interval.pc.limits.Rd
RSDA/man/predictsym.glm.Rd
RSDA/man/oils.Rd
RSDA/man/example3.Rd
RSDA/man/sym.glm.Rd
RSDA/man/cfa.scatterplot.Rd
RSDA/man/dist.vect.matrix.Rd
RSDA/man/sym.lm.Rd
RSDA/man/norm.vect.Rd
RSDA/man/sym.scatterplot3d.Rd
RSDA/man/sym.mean.Rd
RSDA/man/vertex.interval.Rd
RSDA/man/USCrime.Rd
RSDA/man/sym.obj.Rd
RSDA/man/deter.coefficient.Rd
RSDA/man/read.sym.table.Rd
RSDA/man/uscrime_int.Rd
RSDA/man/RSDA-package.Rd
RSDA/man/sym.var.Rd
RSDA/man/interval.dist.Rd
RSDA/man/SDS.to.RSDA.Rd
RSDA/man/sym.scatterplot.ggplot.Rd
RSDA/man/sym.lm.bi.Rd
RSDA/man/lynne2.Rd
RSDA/man/ex_cfa2.Rd
RSDA/man/example1.Rd
RSDA/man/sym.interval.pc.Rd
RSDA/man/interscal.Rd
RSDA/man/StudentsGrades.Rd
RSDA/man/neighbors.vertex.Rd
RSDA/man/RMSE.U.Rd
RSDA/man/int_prost_test.Rd
RSDA/man/sym.cfa.Rd
RSDA/man/facedata.Rd
RSDA/man/sym.cor.Rd
RSDA/man/VeterinaryData.Rd
RSDA/man/dist.vect.Rd
RSDA/man/sym.histogram.pca.Rd
RSDA/man/sym.mds.Rd
RSDA/man/Cardiological.Rd
RSDA/man/centers.interval.Rd
RSDA/man/sym.sd.Rd
RSDA/man/lynne1.Rd
RSDA/man/display.sym.table.Rd
RSDA/man/SODAS.to.RSDA.Rd
RSDA/man/generate.sym.table.Rd
RSDA/man/sym.median.Rd
RSDA/man/example5.Rd
RSDA/man/predictsym.lm.Rd
RSDA/man/sym.kmeans.Rd
RSDA/man/sym.cov.Rd
RSDA/man/interval.dist.tobj.Rd
RSDA/man/sym.variance.Rd
RSDA/man/sym.hclust.Rd
RSDA/man/abalone.Rd
RSDA/man/ex_cfa1.Rd
RSDA/man/classic.to.sym.Rd
RSDA/man/int_prost_train.Rd
RSDA/man/example4.Rd
RSDA/man/write.sym.table.Rd
RSDA/man/RMSE.L.Rd
RSDA/man/sym.circle.plot.Rd
RSDA/man/example6.Rd
RSDA/man/ex1_db2so.Rd
RSDA/man/R2.U.Rd
RSDA/man/variance.princ.curve.Rd