org.encog.ml.factory
Class MLTrainFactory

java.lang.Object
  org.encog.ml.factory.MLTrainFactory

public class MLTrainFactory
extends Object

This factory is used to create trainers for machine learning methods.

Field Summary

static String	CYCLES The number of cycles.
static String	PROPERTY_BAYESIAN_REGULARIZATION Property for bayes reg.
static String	PROPERTY_C Property for constant.
static String	PROPERTY_DIMENSIONS Property for dimensions.
static String	PROPERTY_END_LEARNING_RATE Property for ending learning rate.
static String	PROPERTY_END_RADIUS Property for ending radius.
static String	PROPERTY_GAMMA Property for gamma.
static String	PROPERTY_INITIAL_UPDATE Property for init update.
static String	PROPERTY_ITERATIONS Property for iterations.
static String	PROPERTY_LEARNING_MOMENTUM Property for momentum.
static String	PROPERTY_LEARNING_RATE Property for learning rate.
static String	PROPERTY_MATE Percent to mate.
static String	PROPERTY_MAX_STEP Property for max step.
static String	PROPERTY_MUTATION Percent to mutate.
static String	PROPERTY_NEIGHBORHOOD Property for neighborhood.
static String	PROPERTY_POPULATION_SIZE Population size.
static String	PROPERTY_PROPERTY_NEIGHBORHOOD Property for neighborhood.
static String	PROPERTY_RBF_TYPE Property for rbf type.
static String	PROPERTY_START_LEARNING_RATE Property for starting learning rate.
static String	PROPERTY_START_RADIUS Property for starting radius.
static String	PROPERTY_TEMPERATURE_START The starting temperature.
static String	PROPERTY_TEMPERATURE_STOP The ending temperature.
static String	TYPE_ANNEAL Use simulated annealing.
static String	TYPE_BACKPROP String constant for backprop training.
static String	TYPE_GENETIC Genetic training.
static String	TYPE_LMA String constant for LMA training.
static String	TYPE_MANHATTAN Manhattan training.
static String	TYPE_PNN PNN training.
static String	TYPE_QPROP QPROP training.
static String	TYPE_RPROP String constant for RPROP training.
static String	TYPE_SCG String constant for SCG training.
static String	TYPE_SOM_CLUSTER String constant for SOM-Cluster training.
static String	TYPE_SOM_NEIGHBORHOOD String constant for SOM-Neighborhood training.
static String	TYPE_SVD RBF-SVD training.
static String	TYPE_SVM String constant for SVM training.
static String	TYPE_SVM_SEARCH String constant for SVM-Search training.

Constructor Summary

MLTrainFactory()

Method Summary

MLTrain

create(MLMethod method, MLDataSet training, String type, String args) Create a trainer.

Methods inherited from class java.lang.Object

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

Field Detail

TYPE_RPROP

public static final String TYPE_RPROP

String constant for RPROP training.

See Also:

Constant Field Values

TYPE_BACKPROP

public static final String TYPE_BACKPROP

String constant for backprop training.

See Also:

Constant Field Values

TYPE_SCG

public static final String TYPE_SCG

String constant for SCG training.

See Also:

Constant Field Values

TYPE_LMA

public static final String TYPE_LMA

String constant for LMA training.

See Also:

Constant Field Values

TYPE_SVM

public static final String TYPE_SVM

String constant for SVM training.

See Also:

Constant Field Values

TYPE_SVM_SEARCH

public static final String TYPE_SVM_SEARCH

String constant for SVM-Search training.

See Also:

Constant Field Values

TYPE_SOM_NEIGHBORHOOD

public static final String TYPE_SOM_NEIGHBORHOOD

String constant for SOM-Neighborhood training.

See Also:

Constant Field Values

TYPE_SOM_CLUSTER

public static final String TYPE_SOM_CLUSTER

String constant for SOM-Cluster training.

See Also:

Constant Field Values

PROPERTY_LEARNING_RATE

public static final String PROPERTY_LEARNING_RATE

Property for learning rate.

See Also:

Constant Field Values

PROPERTY_LEARNING_MOMENTUM

public static final String PROPERTY_LEARNING_MOMENTUM

Property for momentum.

See Also:

Constant Field Values

PROPERTY_INITIAL_UPDATE

public static final String PROPERTY_INITIAL_UPDATE

Property for init update.

See Also:

Constant Field Values

PROPERTY_MAX_STEP

public static final String PROPERTY_MAX_STEP

Property for max step.

See Also:

Constant Field Values

PROPERTY_BAYESIAN_REGULARIZATION

public static final String PROPERTY_BAYESIAN_REGULARIZATION

Property for bayes reg.

See Also:

Constant Field Values

PROPERTY_GAMMA

public static final String PROPERTY_GAMMA

Property for gamma.

See Also:

Constant Field Values

PROPERTY_C

public static final String PROPERTY_C

Property for constant.

See Also:

Constant Field Values

PROPERTY_PROPERTY_NEIGHBORHOOD

public static final String PROPERTY_PROPERTY_NEIGHBORHOOD

Property for neighborhood.

See Also:

Constant Field Values

PROPERTY_ITERATIONS

public static final String PROPERTY_ITERATIONS

Property for iterations.

See Also:

Constant Field Values

PROPERTY_START_LEARNING_RATE

public static final String PROPERTY_START_LEARNING_RATE

Property for starting learning rate.

See Also:

Constant Field Values

PROPERTY_END_LEARNING_RATE

public static final String PROPERTY_END_LEARNING_RATE

Property for ending learning rate.

See Also:

Constant Field Values

PROPERTY_START_RADIUS

public static final String PROPERTY_START_RADIUS

Property for starting radius.

See Also:

Constant Field Values

PROPERTY_END_RADIUS

public static final String PROPERTY_END_RADIUS

Property for ending radius.

See Also:

Constant Field Values

PROPERTY_NEIGHBORHOOD

public static final String PROPERTY_NEIGHBORHOOD

Property for neighborhood.

See Also:

Constant Field Values

PROPERTY_RBF_TYPE

public static final String PROPERTY_RBF_TYPE

Property for rbf type.

See Also:

Constant Field Values

PROPERTY_DIMENSIONS

public static final String PROPERTY_DIMENSIONS

Property for dimensions.

See Also:

Constant Field Values

CYCLES

public static final String CYCLES

The number of cycles.

See Also:

Constant Field Values

PROPERTY_TEMPERATURE_START

public static final String PROPERTY_TEMPERATURE_START

The starting temperature.

See Also:

Constant Field Values

PROPERTY_TEMPERATURE_STOP

public static final String PROPERTY_TEMPERATURE_STOP

The ending temperature.

See Also:

Constant Field Values

TYPE_ANNEAL

public static final String TYPE_ANNEAL

Use simulated annealing.

See Also:

Constant Field Values

PROPERTY_POPULATION_SIZE

public static final String PROPERTY_POPULATION_SIZE

Population size.

See Also:

Constant Field Values

PROPERTY_MUTATION

public static final String PROPERTY_MUTATION

Percent to mutate.

See Also:

Constant Field Values

PROPERTY_MATE

public static final String PROPERTY_MATE

Percent to mate.

See Also:

Constant Field Values

TYPE_GENETIC

public static final String TYPE_GENETIC

Genetic training.

See Also:

Constant Field Values

TYPE_MANHATTAN

public static final String TYPE_MANHATTAN

Manhattan training.

See Also:

Constant Field Values

TYPE_SVD

public static final String TYPE_SVD

RBF-SVD training.

See Also:

Constant Field Values

TYPE_PNN

public static final String TYPE_PNN

PNN training.

See Also:

Constant Field Values

TYPE_QPROP

public static final String TYPE_QPROP

QPROP training.

See Also:

Constant Field Values

Constructor Detail

MLTrainFactory

public MLTrainFactory()

Method Detail

create

public final MLTrain create(MLMethod method,
                            MLDataSet training,
                            String type,
                            String args)

Create a trainer.

Parameters:

method - The method to train.

training - The training data.

type - Type type of trainer.

args - The training args.

Returns:

The new training method.