org.encog.neural.som.training.basic.neighborhood

Class NeighborhoodBubble

java.lang.Object

org.encog.neural.som.training.basic.neighborhood.NeighborhoodBubble

All Implemented Interfaces:

NeighborhoodFunction

public class NeighborhoodBubble
extends Object
implements NeighborhoodFunction

A neighborhood function that uses a simple bubble. A radius is defined, and any neuron that is plus or minus that width from the winning neuron will be updated as a result of training.

Author:

jheaton

Constructor Summary

Constructors

Constructor and Description
NeighborhoodBubble(int radius) Create a bubble neighborhood function that will return 1.0 (full update) for any neuron that is plus or minus the width distance from the winning neuron.

Method Summary

Methods

Modifier and Type	Method and Description
double	function(int currentNeuron, int bestNeuron) Determine how much the current neuron should be affected by training based on its proximity to the winning neuron.
double	getRadius()
void	setRadius(double radius) Set the radius.

Methods inherited from class java.lang.Object

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

Constructor Detail

NeighborhoodBubble

public NeighborhoodBubble(int radius)

Create a bubble neighborhood function that will return 1.0 (full update) for any neuron that is plus or minus the width distance from the winning neuron.

Parameters:

radius - The width of the bubble, this is the distance that the neuron can be from the winning neuron. The true width, across the bubble, is actually two times this parameter.

Method Detail

function

public double function(int currentNeuron,
              int bestNeuron)

Determine how much the current neuron should be affected by training based on its proximity to the winning neuron.

Specified by:

function in interface NeighborhoodFunction

Parameters:

currentNeuron - THe current neuron being evaluated.

bestNeuron - The winning neuron.

Returns:

The ratio for this neuron's adjustment.

getRadius

public double getRadius()

Specified by:

getRadius in interface NeighborhoodFunction

Returns:

The radius.

setRadius

public void setRadius(double radius)

Set the radius.

Specified by:

setRadius in interface NeighborhoodFunction

Parameters:

radius - The new radius.