org.joone.engine

Class GaussLayer

java.lang.Object

org.joone.engine.Layer

org.joone.engine.SimpleLayer

org.joone.engine.GaussLayer

All Implemented Interfaces:

java.io.Serializable, java.lang.Runnable, Learnable, LearnableLayer, NeuralLayer, Inspectable

public class GaussLayer
extends SimpleLayer
implements LearnableLayer

The output of a Gauss(ian) layer neuron is the sum of the weighted input values, applied to a gaussian curve (exp(- x * x)).

See Also:

parent, parent, implemented interface, Serialized Form

Field Summary

Fields inherited from class org.joone.engine.Layer

STOP_FLAG

Constructor Summary

Constructors

Constructor and Description
GaussLayer() Creates a new instance of GaussLayer
GaussLayer(java.lang.String aName) Creates a new instance of GaussLayer

Method Summary

Modifier and Type	Method and Description
void	backward(double[] aPattern) Reverse transfer function of the component.

Methods inherited from class org.joone.engine.SimpleLayer

getLearningRate, getLrate, getMomentum, setLrate, setMomentum, setMonitor

Methods inherited from class org.joone.engine.Layer

addInputSynapse, addNoise, addOutputSynapse, check, copyInto, finalize, fwdRun, getAllInputs, getAllOutputs, getBias, getDimension, getLastOutputs, getLayerName, getLearner, getMonitor, getRows, hasStepCounter, init, initLearner, InspectableTitle, Inspections, isInputLayer, isOutputLayer, isRunning, join, randomize, removeAllInputs, removeAllOutputs, removeInputSynapse, removeOutputSynapse, revRun, run, setAllInputs, setAllOutputs, setBias, setInputSynapses, setLayerName, setOutputSynapses, setRows, start, stop, toString

Methods inherited from class java.lang.Object

equals, getClass, hashCode, notify, notifyAll, wait, wait, wait

Methods inherited from interface org.joone.engine.Learnable

getLearner, getMonitor, initLearner

Methods inherited from interface org.joone.engine.NeuralLayer

addInputSynapse, addNoise, addOutputSynapse, check, copyInto, getAllInputs, getAllOutputs, getBias, getLayerName, getMonitor, getRows, isRunning, removeAllInputs, removeAllOutputs, removeInputSynapse, removeOutputSynapse, setAllInputs, setAllOutputs, setBias, setLayerName, setMonitor, setRows, start

Constructor Detail

GaussLayer

public GaussLayer()

Creates a new instance of GaussLayer

GaussLayer

public GaussLayer(java.lang.String aName)

Creates a new instance of GaussLayer

Parameters:

aName - The name of the layer

Method Detail

backward

public void backward(double[] aPattern)
              throws JooneRuntimeException

Description copied from class: Layer

Reverse transfer function of the component.

Parameters:

aPattern - input pattern on which to apply the transfer function

Throws:

JooneRuntimeException