|
||||||||||
PREV CLASS NEXT CLASS | FRAMES NO FRAMES | |||||||||
SUMMARY: NESTED | FIELD | CONSTR | METHOD | DETAIL: FIELD | CONSTR | METHOD |
java.lang.Objectorg.encog.ml.BasicML
org.encog.neural.art.ART
public class ART
Adaptive Resonance Theory (ART) is a form of neural network developed by Stephen Grossberg and Gail Carpenter. There are several versions of the ART neural network, which are numbered ART-1, ART-2 and ART-3. The ART neural network is trained using either a supervised or unsupervised learning algorithm, depending on the version of ART being used. ART neural networks are used for pattern recognition and prediction. Plasticity is an important part for all Adaptive Resonance Theory (ART) neural networks. Unlike most neural networks, ART networks do not have a distinct training and usage stage. The ART network will learn as it is used.
Field Summary | |
---|---|
static String |
PROPERTY_A1
Neural network property, the A1 parameter. |
static String |
PROPERTY_B1
Neural network property, the B1 parameter. |
static String |
PROPERTY_C1
Neural network property, the C1 parameter. |
static String |
PROPERTY_D1
Neural network property, the D1 parameter. |
static String |
PROPERTY_L
Neural network property, the L parameter. |
static String |
PROPERTY_NO_WINNER
Neural network property for no winner. |
static String |
PROPERTY_VIGILANCE
Neural network property, the vigilance parameter. |
Constructor Summary | |
---|---|
ART()
|
Method Summary | |
---|---|
void |
updateProperties()
Update any objeccts when a property changes. |
Methods inherited from class org.encog.ml.BasicML |
---|
getProperties, getPropertyDouble, getPropertyLong, getPropertyString, setProperty, setProperty, setProperty |
Methods inherited from class java.lang.Object |
---|
clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait |
Field Detail |
---|
public static final String PROPERTY_A1
public static final String PROPERTY_B1
public static final String PROPERTY_C1
public static final String PROPERTY_D1
public static final String PROPERTY_L
public static final String PROPERTY_VIGILANCE
public static final String PROPERTY_NO_WINNER
Constructor Detail |
---|
public ART()
Method Detail |
---|
public void updateProperties()
updateProperties
in interface MLProperties
updateProperties
in class BasicML
|
||||||||||
PREV CLASS NEXT CLASS | FRAMES NO FRAMES | |||||||||
SUMMARY: NESTED | FIELD | CONSTR | METHOD | DETAIL: FIELD | CONSTR | METHOD |