ISmDecisionTree

Assembly: Stat;

Description

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

Inheritance Hierarchy

          IStatMethod

          IStatMethodValid

          IDataMining

          ISmDecisionTree

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.
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 the explained series.
Explanatories The Explanatories property returns the collection of classification factors.
FilledDependent The FilledDependent property returns the series with calculation results.

Properties inherited from IStatMethodValid

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

The PerformanceScores property returns cross-validation results.

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 inherited from IStatMethodValid

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

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.

See also:

Stat Assembly Interfaces | Decision Tree | Pattern substitution