symbolicDA0.7-3 package

Analysis of Symbolic Data

bagging.SDA.rd

Bagging algorithm for optimal split based on decision tree for symboli...

boosting.SDA.rd

Boosting algorithm for optimal split based decision tree for symbolic ...

cars.rd

real data set in symbolic form - selected car models described by a se...

cluster.Description.SDA.rd

description of clusters of symbolic objects

data_symbolic.rd

Symbolic interval data

DClust.rd

Dynamical clustering based on distance matrix

decisionTree.SDA.rd

Decison tree for symbolic data

dist_SDA.rd

distance measurement for symbolic data

draw.decisionTree.SDA.rd

Draws optimal split based decision tree for symbolic objects

generate.SO.rd

generation of artifficial symbolic data table with given cluster struc...

HINoV.SDA.rd

Modification of HINoV method for symbolic data

IchinoFS.SDA.rd

Ichino's feature selection method for symbolic data

index.G1d.rd

Calinski-Harabasz pseudo F-statistic based on distance matrix

interscal.sda.rd

Multidimensional scaling for symbolic interval data - InterScal algori...

iscal.sda.rd

Multidimensional scaling for symbolic interval data - IScal algorithm

kernel.SDA.rd

Kernel discriminant analysis for symbolic data

kohonen.SDA.rd

Kohonen's self-organizing maps for symbolic interval-valued data

parse.SO.rd

Reading symbolic data table from ASSO-format XML file

PCA.centers.SDA.rd

principal component analysis for symbolic objects described by symboli...

PCA.mrpca.SDA.rd

principal component analysis for symbolic objects described by symboli...

PCA.spaghetti.SDA.rd

principal component analysis for symbolic objects described by symboli...

PCA.spca.SDA.rd

principal component analysis for symbolic objects described by symboli...

PCA.vertices.SDA.rd

principal component analysis for symbolic objects described by symboli...

random.forest.SDA.rd

Random forest algorithm for optimal split based decision tree for symb...

replication.SDA.rd

Modification of replication analysis for cluster validation of symboli...

RSDA2SymbolicDA

Read a Symbolic Table from

save.SO.rd

saves symbolic data table of 'symbolic' class to xml file

SClust.rd

Dynamical clustering of symbolic data

simple2SO.rd

Change of representation of symbolic data from simple form to symbolic...

SO2Simple.rd

Change of representation of symbolic data from symbolic data table to ...

subsdt.SDA.rd

Subset of symbolic data table

symbolic.object.rd

Symbolic data table Object

symscal.sda.rd

Multidimensional scaling for symbolic interval data - SymScal algorith...

zoomStar.rd

zoom star chart for symbolic data

Symbolic data analysis methods: importing/exporting data from ASSO XML Files, distance calculation for symbolic data (Ichino-Yaguchi, de Carvalho measure), zoom star plot, 3d interval plot, multidimensional scaling for symbolic interval data, dynamic clustering based on distance matrix, HINoV method for symbolic data, Ichino's feature selection method, principal component analysis for symbolic interval data, decision trees for symbolic data based on optimal split with bagging, boosting and random forest approach (+visualization), kernel discriminant analysis for symbolic data, Kohonen's self-organizing maps for symbolic data, replication and profiling, artificial symbolic data generation. (Milligan, G.W., Cooper, M.C. (1985) <doi:10.1007/BF02294245>, Breiman, L. (1996), <doi:10.1007/BF00058655>, Hubert, L., Arabie, P. (1985), <doi:10.1007%2FBF01908075>, Ichino, M., & Yaguchi, H. (1994), <doi:10.1109/21.286391>, Rand, W.M. (1971) <doi:10.1080/01621459.1971.10482356>, Breckenridge, J.N. (2000) <doi:10.1207/S15327906MBR3502_5>, Groenen, P.J.F, Winsberg, S., Rodriguez, O., Diday, E. (2006) <doi:10.1016/j.csda.2006.04.003>, Dudek, A. (2007), <doi:10.1007/978-3-540-70981-7_4>).

  • Maintainer: Andrzej Dudek
  • License: GPL (>= 2)
  • Last published: 2026-01-19