SmSelfOrganizingMap

Assembly: Stat;

Description

The SmSelfOrganizingMap class is used for data clustering using self-organizing Kohonen maps.

Comments

This method uses unsupervised learning, that is, the result depends only on the structure of the input data. This method uses numerical values.

Class object properties inherited from ISmSelfOrganizingMap

  Property name Brief description
ClusterCount The ClusterCount property determines the number of clusters into which the source data should be divided.
Clusters The Clusters property returns the clusters obtained as the result of method calculation.
Data The Data property returns the collection of series used for clustering.
Epoch The Epoch property determines the maximum number of iterations for clustering.
FinalWeights The FinalWeights property returns matrix of final synapse weights.
InitialWeights The InitialWeights property determines the matrix of synapse weights.
Membership The Membership property returns whether the objects belong to clusters.
MissingData The MissingData property determines the missing data treatment method to be applied to the source data.
RowWidth The RowWidth property determines the net width.
SynapsysWeights The SynapsysWeights property determines the method of synapse weights setting.

Class object properties inherited from IStatMethod

  Property name Brief description
DisplayName The DisplayName property returns the displayed method name.
ErrorByStatus The ErrorByStatus property returns an error message by the error number.
Errors The Errors property returns a message with all the errors and warnings.
Name The Name property returns the internal method name.
PerformanceTime The PerformanceTime property returns method execution time.
Status The Status property returns the method execution status.
SupportsR The SupportsR property returns whether statistical method can be calculated via R package.
UseR The UseR property determines whether statistical method is calculated via the R package.
WarningByStatus The WarningByStatus property returns a warning text by its number.
Warnings The Warnings property returns the warnings that occurred on method calculation.
WarningsCount The WarningsCount property returns the number of warnings that occurred on method calculation.
WarningsNumbers The WarningsNumbers property returns numbers of the warnings that occurred on method calculation.

Methods of class object inherited from IStatMethod

  Method Name Brief description
Clone The Clone method clones a statistical method object.
Execute The Execute method executes a statistical method.
LoadFromXML The LoadFromXML method loads statistical method settings from XML code.
SaveToXML The SaveToXML method unloads statistical method settings to XML code.

See also:

Stat Assembly Classes