# SOM Bound to Realize Euclidean and Relational Outputs

## Documentation for package ‘SOMbrero’ version 1.4-1

- DESCRIPTION file.
- User guides, package vignettes and other documentation.
- Code demos. Use demo() to run them.
- Package NEWS.

## Help Pages

SOMbrero-package | Self Organizing Maps Bound to Realize Euclidean and Relational Outputs
dissim.lesmis | Dataset "Les Misérables"
impute | Impute values from prototype information
impute.somRes | Impute values from prototype information
initGrid | Create an empty grid
initSOM | Initialize parameters for the SOM algorithm
lesmis | Dataset "Les Misérables"
myGrid | Methods for 'myGrid' objects.
myGrid-class | Methods for 'myGrid' objects.
paramSOM-class | Initialize parameters for the SOM algorithm
plot.myGrid | Methods for 'myGrid' objects.
plot.somRes | Plot a 'somRes' class object
plot.somSC | Create super-clusters from SOM results
predict.somRes | Predict the classification of a new observation
presidentielles2002 | 2002 French presidential election data set
print.myGrid | Methods for 'myGrid' objects.
print.paramSOM | Initialize parameters for the SOM algorithm
print.somRes | Run the SOM algorithm
print.somSC | Create super-clusters from SOM results
projectIGraph | Compute the projection of a graph on a grid
projectIGraph.somRes | Compute the projection of a graph on a grid
projectIGraph.somSC | Create super-clusters from SOM results
protoDist | Compute distances between prototypes
protoDist.somRes | Compute distances between prototypes
quality | Compute SOM algorithm quality criteria
quality.somRes | Compute SOM algorithm quality criteria
SOMbrero | Self Organizing Maps Bound to Realize Euclidean and Relational Outputs
sombreroGUI | Graphical Web User Interface for SOMbrero
somRes.plotting | Plotting 'somRes' results
somSC-class | Create super-clusters from SOM results
summary.myGrid | Methods for 'myGrid' objects.
summary.paramSOM | Initialize parameters for the SOM algorithm
summary.somRes | Run the SOM algorithm
summary.somSC | Create super-clusters from SOM results
superClass | Create super-clusters from SOM results
superClass.somRes | Create super-clusters from SOM results
trainSOM | Run the SOM algorithm