SmSelfOrganizingMap

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.

Description