org.simbrain.network.synapse_update_rules

Class HebbianRule

java.lang.Object

org.simbrain.network.core.SynapseUpdateRule

org.simbrain.network.synapse_update_rules.HebbianRule

public class HebbianRule
extends SynapseUpdateRule

Hebbian implements a standard Hebbian learning rule.

Field Summary

Fields

Modifier and Type	Field and Description
static double	DEFAULT_LEARNING_RATE Default learning rate.

Constructor Summary

Constructors

Constructor and Description
HebbianRule()

Method Summary

Modifier and Type	Method and Description
SynapseUpdateRule	deepCopy() Returns a deep copy of the update rule.
java.lang.String	getDescription() Returns a brief description of this update rule.
double	getLearningRate()
void	init(Synapse synapse) Initialize the update rule and make necessary changes to the parent synapse.
void	setLearningRate(double rate)
void	update(Synapse synapse) Apply the update rule.

Methods inherited from class org.simbrain.network.core.SynapseUpdateRule

clear, getToolTipText

Methods inherited from class java.lang.Object

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

Field Detail

DEFAULT_LEARNING_RATE

public static final double DEFAULT_LEARNING_RATE

Default learning rate.

See Also:

Constant Field Values

Constructor Detail

HebbianRule

public HebbianRule()

Method Detail

init

public void init(Synapse synapse)

Description copied from class: SynapseUpdateRule

Initialize the update rule and make necessary changes to the parent synapse.

Specified by:

init in class SynapseUpdateRule

Parameters:

synapse - parent synapse

getDescription

public java.lang.String getDescription()

Description copied from class: SynapseUpdateRule

Returns a brief description of this update rule. Used in combo boxes in the GUI.

Specified by:

getDescription in class SynapseUpdateRule

Returns:

the description.

deepCopy

public SynapseUpdateRule deepCopy()

Description copied from class: SynapseUpdateRule

Returns a deep copy of the update rule.

Specified by:

deepCopy in class SynapseUpdateRule

Returns:

Duplicated update rule

update

public void update(Synapse synapse)

Description copied from class: SynapseUpdateRule

Apply the update rule.

Specified by:

update in class SynapseUpdateRule

Parameters:

synapse - parent synapse

getLearningRate

public double getLearningRate()

Returns:

Returns the momentum.

setLearningRate

public void setLearningRate(double rate)

Parameters:

rate - The rate to set.