com.rapidminer.operator.learner.functions.neuralnet
Class ImprovedNeuralNetModel

java.lang.Object
  com.rapidminer.operator.AbstractIOObject
      com.rapidminer.operator.ResultObjectAdapter
          com.rapidminer.operator.AbstractModel
              com.rapidminer.operator.learner.PredictionModel
                  com.rapidminer.operator.learner.functions.neuralnet.ImprovedNeuralNetModel

All Implemented Interfaces:

IOObject, Model, ResultObject, Saveable, Readable, Reportable, LoggingHandler, java.io.Serializable

public class ImprovedNeuralNetModel
extends PredictionModel

The model of the improved neural net.

Author:

Ingo Mierswa

See Also:

Serialized Form

Constructor Summary

protected

ImprovedNeuralNetModel(ExampleSet trainingExampleSet)

Method Summary

java.lang.String[]	getAttributeNames()
InnerNode[]	getInnerNodes()
InputNode[]	getInputNodes()
OutputNode[]	getOutputNodes()
java.awt.Component	getVisualizationComponent(IOContainer ioContainer) Returns a editor pane that displays the ResultObjectAdapter.toResultString() result encoded as html.
ExampleSet	performPrediction(ExampleSet exampleSet, Attribute predictedLabel) Subclasses should iterate through the given example set and set the prediction for each example.
java.lang.String	toString()
void	train(ExampleSet exampleSet, java.util.List<java.lang.String[]> hiddenLayers, int maxCycles, double maxError, double learningRate, double momentum, boolean decay, boolean shuffle, boolean normalize, RandomGenerator randomGenerator)

Methods inherited from class com.rapidminer.operator.learner.PredictionModel

apply, checkCompatibility, copyPredictedLabel, createPredictedLabel, getLabel, removePredictedLabel, removePredictedLabel

Methods inherited from class com.rapidminer.operator.AbstractModel

getExtension, getFileDescription, getName, getResultIcon, getTrainingHeader, isUpdatable, setParameter, updateModel

Methods inherited from class com.rapidminer.operator.ResultObjectAdapter

addAction, getActions, isSavable, log, logError, logNote, logWarning, save, toHTML, toResultString

Methods inherited from class com.rapidminer.operator.AbstractIOObject

copy, getLog, getSource, initWriting, read, setLoggingHandler, setSource, write

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait

Methods inherited from interface com.rapidminer.operator.ResultObject

getActions, toResultString

Methods inherited from interface com.rapidminer.operator.IOObject

copy, getLog, getSource, setLoggingHandler, setSource, write

Methods inherited from interface com.rapidminer.operator.Saveable

isSavable, save

Constructor Detail

ImprovedNeuralNetModel

protected ImprovedNeuralNetModel(ExampleSet trainingExampleSet)

Method Detail

train

public void train(ExampleSet exampleSet,
                  java.util.List<java.lang.String[]> hiddenLayers,
                  int maxCycles,
                  double maxError,
                  double learningRate,
                  double momentum,
                  boolean decay,
                  boolean shuffle,
                  boolean normalize,
                  RandomGenerator randomGenerator)

performPrediction

public ExampleSet performPrediction(ExampleSet exampleSet,
                                    Attribute predictedLabel)
                             throws OperatorException

Description copied from class: PredictionModel

Subclasses should iterate through the given example set and set the prediction for each example. The given predicted label attribute was already be added to the example set and should be used to set the predicted values.

Specified by:

performPrediction in class PredictionModel

Throws:

OperatorException

getAttributeNames

public java.lang.String[] getAttributeNames()

getInputNodes

public InputNode[] getInputNodes()

getOutputNodes

public OutputNode[] getOutputNodes()

getInnerNodes

public InnerNode[] getInnerNodes()

getVisualizationComponent

public java.awt.Component getVisualizationComponent(IOContainer ioContainer)

Description copied from class: ResultObjectAdapter

Returns a editor pane that displays the ResultObjectAdapter.toResultString() result encoded as html. Please note that the returned pane is already enclosed by a scroll pane. If you overwrite this method you should again ensure that the returned component is scrollable. The given container is totally ignored.

Specified by:

getVisualizationComponent in interface ResultObject

Overrides:

getVisualizationComponent in class ResultObjectAdapter

toString

public java.lang.String toString()

Specified by:

toString in interface Readable

Overrides:

toString in class PredictionModel