ISmBackPropagation

Assembly: Stat;

Namespace: Prognoz.Platform.Interop.Stat;

Description

The ISmBackPropagation interface is used for data mining using the Backpropagation Network method.

Inheritance Hierarchy

          IStatMethod

          IStatMethodValid

          IDataMining

          ISmBackPropagation

Comments

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.

Properties

  Property name Brief description
The CategoriesList property returns a list of categories.
Outdated. Use IDataMining.FilledDependent.
The ClassificationSummary property returns summary results of classification.
The DeltasMinimum property determines a minimum value of the accuracy parameter delta.
The Epoch property determines the maximum number of iterations.
The Explanatories property returns a collection of classification factors..
The Neurons property determines the number of neurons in the internal layer.
Outdated. Use IDataMining.Dependent.

Properties inherited from IDataMining

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Outdated.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

Properties inherited from IStatMethodValid

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

  Method name Brief description
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 | Back propagation network | Pattern substitution