com.feedzai.openml.provider.lightgbm

Class LightGBMDescriptorUtil

java.lang.Object

com.feedzai.openml.provider.lightgbm.AlgoDescriptorUtil

com.feedzai.openml.provider.lightgbm.LightGBMDescriptorUtil

Direct Known Subclasses:

FairGBMDescriptorUtil

public class LightGBMDescriptorUtil
extends AlgoDescriptorUtil

Utility to organize all the necessary Machine Learning Hyper-Parameters for configuring the training of LightGBM.

Author:

Alberto Ferreira (alberto.ferreira@feedzai.com)

Since:

1.0.10

Field Summary

Fields

Modifier and Type	Field and Description
static String	BAGGING_FRACTION_PARAMETER_NAME Bagging fraction parameter name.
static String	BAGGING_FREQUENCY_PARAMETER_NAME Bagging frequency parameter name.
static String	BOOSTING_TYPE_PARAMETER_NAME Boosting type parameter name.
static String	FEATURE_FRACTION_PARAMETER_DESCRIPTION Public-visible (UI) description of the feature fraction parameter.
static String	NUM_ITERATIONS_PARAMETER_NAME The number of boosting iterations parameter name.
static String	SEED_PARAMETER_DESCRIPTION Global seed parameter name.

Fields inherited from class com.feedzai.openml.provider.lightgbm.AlgoDescriptorUtil

MANDATORY, NOT_MANDATORY

Constructor Summary

Constructors

Constructor and Description
LightGBMDescriptorUtil()

Method Summary

Methods inherited from class com.feedzai.openml.provider.lightgbm.AlgoDescriptorUtil

doubleRange, intRange

Methods inherited from class java.lang.Object

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

Field Detail

BOOSTING_TYPE_PARAMETER_NAME

public static final String BOOSTING_TYPE_PARAMETER_NAME

Boosting type parameter name.

See Also:

Constant Field Values

NUM_ITERATIONS_PARAMETER_NAME

public static final String NUM_ITERATIONS_PARAMETER_NAME

The number of boosting iterations parameter name.

See Also:

Constant Field Values

BAGGING_FRACTION_PARAMETER_NAME

public static final String BAGGING_FRACTION_PARAMETER_NAME

Bagging fraction parameter name.

See Also:

Constant Field Values

BAGGING_FREQUENCY_PARAMETER_NAME

public static final String BAGGING_FREQUENCY_PARAMETER_NAME

Bagging frequency parameter name.

See Also:

Constant Field Values

SEED_PARAMETER_DESCRIPTION

public static final String SEED_PARAMETER_DESCRIPTION

Global seed parameter name.

See Also:

Constant Field Values

FEATURE_FRACTION_PARAMETER_DESCRIPTION

public static final String FEATURE_FRACTION_PARAMETER_DESCRIPTION

Public-visible (UI) description of the feature fraction parameter.

See Also:

Constant Field Values

Constructor Detail

LightGBMDescriptorUtil

public LightGBMDescriptorUtil()