Assembly: Stat;
The ISmDecisionTree interface is used to substitute missing data in series values using a decision tree.
ISmDecisionTree
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.
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. |
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. |
Property name | Brief description | |
CrossValidation | The CrossValidation property returns cross-validation settings. | |
PerformanceScores | The PerformanceScores property returns cross-validation results. |
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. |
Method name | Brief description | |
ExecuteValidation | The ExecuteValidation method executes cross-validation. |
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