ISmDecisionTree

The ISmDecisionTree interface is used to substitute missing data in series values using a decision tree.

Inheritance Hierarchy

Comments

The method uses categorical data. In Foresight Analytics Platform categorical data must be presented as an integer array, in which numbers correspond to appropriate categories.

If ISmDecisionTree.Explained[i] = -1, this means that the i-th observation is missing: that is, it has not been clustered and should be classified as a member of one of the known classes using a decision tree.

Each of the series in the collection ISmDecisionTree.Explained must be defined with an array of non-negative integers that represent categories.

Properties

	Property name	Brief description
	CategoriesList	The CategoriesList property returns a list of categories.
	ClassificationSummary	The ClassificationSummary property returns summary results of classification.
	FilledLearningSample	The FilledLearningSample property returns classification results of training set.
	FinallyExplained	Outdated. Use IDataMining.FilledDependent.
	RelevanceMeasure	The RelevanceMeasure property returns binary classification quality criteria.
	Tree	The Tree property returns the created decision tree.

Properties inherited from IDataMining

	Property name	Brief description
	Dependent	The Dependent property returns explained series.
	Explained	Outdated. Use IDataMining.Dependent.
	Explanatories	The Explanatories property returns a collection of classification attributes.
	FilledDependent	The FilledDependent property returns a series with calculation results.

Properties inherited from IStatMethodValid

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 at method calculation.
	WarningsCount	The WarningsCount property returns the number of warnings that occurred at the method calculation.
	WarningsNumbers	The WarningsNumbers property returns numbers of warnings that occurred at the method calculation.

Methods inherited from IStatMethodValid

Methods 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.

	Property name	Brief description
	CrossValidation	The CrossValidation property returns cross-validation settings.
	PerformanceScores	The PerformanceScores property returns cross-validation results.

	Method name	Brief description
	ExecuteValidation	The ExecuteValidation method executes cross-validation.