Assembly: Stat;
The ISmBackPropagation interface is used for data mining using the Backpropagation Network method.
ISmBackPropagation
The neuron back-propagation network is used in the method to fill missing data. This network uses a learning algorithm where the error propagates through the network from the output layer to the input one: that is, in the direction opposite to the direction of signal propagation when the network functions normally.
Property name | Brief description | |
CategoriesList | The CategoriesList property returns a list of categories. | |
ClassificationSummary | The ClassificationSummary property returns summary results of classification. | |
DeltasMinimum | The DeltasMinimum property determines a minimum value of the accuracy parameter delta. | |
Epoch | The Epoch property determines the maximum number of iterations. | |
Explanatories | The Explanatories property returns a collection of classification factors.. | |
Neurons | The Neurons property determines the number of neurons in the internal layer. | |
RelevanceMeasure | The RelevanceMeasure property returns binary classification quality criteria. |
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 | Back propagation network | Pattern substitution