Uses of Interface
org.tribuo.common.sgd.SGDObjective

Packages that use SGDObjective

Package	Description
org.tribuo.classification.sgd	Provides infrastructure for Stochastic Gradient Descent for classification problems.
org.tribuo.classification.sgd.fm	Provides an implementation of a classification factorization machine using Stochastic Gradient Descent.
org.tribuo.classification.sgd.linear	Provides an implementation of a classification linear model using Stochastic Gradient Descent.
org.tribuo.classification.sgd.objectives	Provides classification loss functions for Stochastic Gradient Descent.
org.tribuo.common.sgd	Provides the base classes for models trained with stochastic gradient descent.
org.tribuo.multilabel.sgd	Provides infrastructure for Stochastic Gradient Descent for multi-label classification problems.
org.tribuo.multilabel.sgd.fm	Provides an implementation of a multi-label classification factorization machine model using Stochastic Gradient Descent.
org.tribuo.multilabel.sgd.linear	Provides an implementation of a multi-label classification linear model using Stochastic Gradient Descent.
org.tribuo.multilabel.sgd.objectives	Provides multi-label classification loss functions for Stochastic Gradient Descent.
org.tribuo.regression.sgd	Provides infrastructure for Stochastic Gradient Descent based regression models.
org.tribuo.regression.sgd.fm	Provides an implementation of factorization machines for regression using Stochastic Gradient Descent.
org.tribuo.regression.sgd.linear	Provides an implementation of linear regression using Stochastic Gradient Descent.
org.tribuo.regression.sgd.objectives	Provides regression loss functions for Stochastic Gradient Descent.

Uses of SGDObjective in org.tribuo.classification.sgd

Subinterfaces of SGDObjective in org.tribuo.classification.sgd

Modifier and Type	Interface	Description
interface	LabelObjective	An interface for single label prediction objectives.

Uses of SGDObjective in org.tribuo.classification.sgd.fm

Methods in org.tribuo.classification.sgd.fm that return SGDObjective

Modifier and Type	Method	Description
protected SGDObjective<Integer>	FMClassificationTrainer.getObjective()

Uses of SGDObjective in org.tribuo.classification.sgd.linear

Methods in org.tribuo.classification.sgd.linear that return SGDObjective

Modifier and Type	Method	Description
protected SGDObjective<Integer>	LinearSGDTrainer.getObjective()

Uses of SGDObjective in org.tribuo.classification.sgd.objectives

Classes in org.tribuo.classification.sgd.objectives that implement SGDObjective

Modifier and Type	Class	Description
class	Hinge	Hinge loss, scores the correct value margin and any incorrect predictions -margin.
class	LogMulticlass	A multiclass version of the log loss.

Uses of SGDObjective in org.tribuo.common.sgd

Methods in org.tribuo.common.sgd that return SGDObjective

Modifier and Type	Method	Description
protected abstract SGDObjective<U>	AbstractSGDTrainer.getObjective()	Returns the objective used by this trainer.

Uses of SGDObjective in org.tribuo.multilabel.sgd

Subinterfaces of SGDObjective in org.tribuo.multilabel.sgd

Modifier and Type	Interface	Description
interface	MultiLabelObjective	An interface for multi-label prediction objectives.

Uses of SGDObjective in org.tribuo.multilabel.sgd.fm

Methods in org.tribuo.multilabel.sgd.fm that return SGDObjective

Modifier and Type	Method	Description
protected SGDObjective<SGDVector>	FMMultiLabelTrainer.getObjective()

Uses of SGDObjective in org.tribuo.multilabel.sgd.linear

Methods in org.tribuo.multilabel.sgd.linear that return SGDObjective

Modifier and Type	Method	Description
protected SGDObjective<SGDVector>	LinearSGDTrainer.getObjective()

Uses of SGDObjective in org.tribuo.multilabel.sgd.objectives

Classes in org.tribuo.multilabel.sgd.objectives that implement SGDObjective

Modifier and Type	Class	Description
final class	BinaryCrossEntropy	A multilabel version of binary cross entropy loss which expects logits.
final class	Hinge	Hinge loss, scores the correct value margin and any incorrect predictions -margin.

Uses of SGDObjective in org.tribuo.regression.sgd

Subinterfaces of SGDObjective in org.tribuo.regression.sgd

Modifier and Type	Interface	Description
interface	RegressionObjective	An interface for regression objectives.

Uses of SGDObjective in org.tribuo.regression.sgd.fm

Methods in org.tribuo.regression.sgd.fm that return SGDObjective

Modifier and Type	Method	Description
protected SGDObjective<DenseVector>	FMRegressionTrainer.getObjective()

Uses of SGDObjective in org.tribuo.regression.sgd.linear

Methods in org.tribuo.regression.sgd.linear that return SGDObjective

Modifier and Type	Method	Description
protected SGDObjective<DenseVector>	LinearSGDTrainer.getObjective()

Uses of SGDObjective in org.tribuo.regression.sgd.objectives

Classes in org.tribuo.regression.sgd.objectives that implement SGDObjective

Modifier and Type	Class	Description
class	AbsoluteLoss	Absolute loss (i.e., l1).
class	Huber	Huber loss, i.e., a mixture of l2 and l1 losses.
class	SquaredLoss	Squared loss, i.e., l2.