Uses of Class
org.tribuo.Prediction

Packages that use Prediction

Package	Description
org.tribuo	Provides the core interfaces and classes for using Tribuo.
org.tribuo.ensemble	Provides an interface for model prediction combinations, two base classes for ensemble models, a base class for ensemble excuses, and a Bagging implementation.
org.tribuo.evaluation	Evaluation base classes, along with code for train/test splits and cross validation.
org.tribuo.evaluation.metrics	This package contains the infrastructure classes for building evaluation metrics.
org.tribuo.sequence	Provides core classes for working with sequences of Examples.
org.tribuo.transform	Provides infrastructure for applying transformations to a Dataset.

Uses of Prediction in org.tribuo

Methods in org.tribuo that return Prediction

Modifier and Type	Method	Description
static Prediction<?>	Prediction.deserializeFromProto(int version, String className, com.google.protobuf.Any message)	Deserialization factory.
Prediction<T>	Excuse.getPrediction()	Returns the prediction being excused.
abstract Prediction<T>	Model.predict(Example<T> example)	Uses the model to predict the output for a single example.

Methods in org.tribuo that return types with arguments of type Prediction

Modifier and Type	Method	Description
protected List<Prediction<T>>	Model.innerPredict(Iterable<Example<T>> examples)	Called by the base implementations of Model.predict(Iterable) and Model.predict(Dataset).
List<Prediction<T>>	Model.predict(Iterable<Example<T>> examples)	Uses the model to predict the output for multiple examples.
List<Prediction<T>>	Model.predict(Dataset<T> examples)	Uses the model to predict the outputs for multiple examples contained in a data set.

Methods in org.tribuo with parameters of type Prediction

Modifier and Type	Method	Description
boolean	Prediction.distributionEquals(Prediction<T> other)	Checks that the other prediction has the same distribution as this prediction, using the Output.fullEquals(T) method.
boolean	Prediction.distributionEquals(Prediction<T> other, double threshold)	Checks that the other prediction has the same distribution as this prediction, using the Output.fullEquals(T) method.

Constructors in org.tribuo with parameters of type Prediction

Modifier	Constructor	Description
	Excuse(Example<T> example, Prediction<T> prediction, Map<String, List<com.oracle.labs.mlrg.olcut.util.Pair<String,Double>>> weights)	Constructs an excuse for the prediction of the supplied example, using the feature weights.
	Prediction(Prediction<T> other, int numUsed, Example<T> example)	Constructs a prediction from the supplied arguments.

Uses of Prediction in org.tribuo.ensemble

Methods in org.tribuo.ensemble that return Prediction

Modifier and Type	Method	Description
Prediction<T>	EnsembleCombiner.combine(ImmutableOutputInfo<T> outputInfo, List<Prediction<T>> predictions)	Combine the predictions.
Prediction<T>	EnsembleCombiner.combine(ImmutableOutputInfo<T> outputInfo, List<Prediction<T>> predictions, float[] weights)	Combine the supplied predictions.
Prediction<T>	WeightedEnsembleModel.predict(Example<T> example)

Method parameters in org.tribuo.ensemble with type arguments of type Prediction

Modifier and Type	Method	Description
Prediction<T>	EnsembleCombiner.combine(ImmutableOutputInfo<T> outputInfo, List<Prediction<T>> predictions)	Combine the predictions.
Prediction<T>	EnsembleCombiner.combine(ImmutableOutputInfo<T> outputInfo, List<Prediction<T>> predictions, float[] weights)	Combine the supplied predictions.

Constructors in org.tribuo.ensemble with parameters of type Prediction

Modifier	Constructor	Description
	EnsembleExcuse(Example<T> example, Prediction<T> prediction, Map<String, List<com.oracle.labs.mlrg.olcut.util.Pair<String,Double>>> weights, List<Excuse<T>> innerExcuses)	Constructs an ensemble excuse, comprising the excuses from each ensemble member, along with the feature weights.

Uses of Prediction in org.tribuo.evaluation

Methods in org.tribuo.evaluation that return Prediction

Modifier and Type	Method	Description
Prediction<T>	OnlineEvaluator.predictAndObserve(Example<T> example)	Feeds the example to the model, records the prediction and returns it.

Methods in org.tribuo.evaluation that return types with arguments of type Prediction

Modifier and Type	Method	Description
List<Prediction<T>>	Evaluation.getPredictions()	Gets the predictions stored in this evaluation.
List<Prediction<T>>	OnlineEvaluator.predictAndObserve(Iterable<Example<T>> examples)	Feeds the examples to the model, records the predictions and returns them.

Methods in org.tribuo.evaluation with parameters of type Prediction

Modifier and Type	Method	Description
void	OnlineEvaluator.observe(Prediction<T> newPrediction)	Records the supplied prediction.

Method parameters in org.tribuo.evaluation with type arguments of type Prediction

Modifier and Type	Method	Description
protected abstract C	AbstractEvaluator.createContext(Model<T> model, List<Prediction<T>> predictions)	Create the context needed for evaluation.
final E	AbstractEvaluator.evaluate(Model<T> model, List<Prediction<T>> predictions, DataProvenance dataProvenance)	Produces an evaluation for the supplied model and predictions by aggregating the appropriate statistics.
default E	Evaluator.evaluate(Model<T> model, List<Prediction<T>> predictions, List<T> groundTruth, DataProvenance dataProvenance)	Evaluates the model performance using the supplied predictions, returning an immutable Evaluation of the appropriate type.
E	Evaluator.evaluate(Model<T> model, List<Prediction<T>> predictions, DataProvenance dataProvenance)	Evaluates the model performance using the supplied predictions, returning an immutable Evaluation of the appropriate type.
void	OnlineEvaluator.observe(List<Prediction<T>> newPredictions)	Records all the supplied predictions.

Uses of Prediction in org.tribuo.evaluation.metrics

Methods in org.tribuo.evaluation.metrics that return types with arguments of type Prediction

Modifier and Type	Method	Description
List<Prediction<T>>	MetricContext.getPredictions()	Gets the predictions used by this context.

Method parameters in org.tribuo.evaluation.metrics with type arguments of type Prediction

Modifier and Type	Method	Description
C	EvaluationMetric.createContext(Model<T> model, List<Prediction<T>> predictions)	Creates the context this metric uses to compute it's value.

Constructor parameters in org.tribuo.evaluation.metrics with type arguments of type Prediction

Modifier	Constructor	Description
protected	MetricContext(Model<T> model, List<Prediction<T>> predictions)	Constructs a metric context.
protected	MetricContext(SequenceModel<T> model, List<Prediction<T>> predictions)	Constructs a metric context for a sequence model.

Uses of Prediction in org.tribuo.sequence

Methods in org.tribuo.sequence that return types with arguments of type Prediction

Modifier and Type	Method	Description
List<Prediction<T>>	IndependentSequenceModel.predict(SequenceExample<T> example)
List<List<Prediction<T>>>	SequenceModel.predict(Iterable<SequenceExample<T>> examples)	Uses the model to predict the output for multiple examples.
List<List<Prediction<T>>>	SequenceModel.predict(SequenceDataset<T> examples)	Uses the model to predict the labels for multiple examples contained in a data set.
abstract List<Prediction<T>>	SequenceModel.predict(SequenceExample<T> example)	Uses the model to predict the output for a single example.

Method parameters in org.tribuo.sequence with type arguments of type Prediction

Modifier and Type	Method	Description
protected abstract C	AbstractSequenceEvaluator.createContext(SequenceModel<T> model, List<List<Prediction<T>>> predictions)	Create the context needed for evaluation.
final E	AbstractSequenceEvaluator.evaluate(SequenceModel<T> model, List<List<Prediction<T>>> predictions, DataProvenance dataProvenance)	Produces an evaluation for the supplied model and predictions by aggregating the appropriate statistics.
E	SequenceEvaluator.evaluate(SequenceModel<T> model, List<List<Prediction<T>>> predictions, DataProvenance dataProvenance)	Evaluates the supplied model and predictions by aggregating the appropriate statistics.
static <T extends Output<T>> List<T>	SequenceModel.toMaxLabels(List<Prediction<T>> predictions)	Extracts a list of the predicted outputs from the list of prediction objects.

Uses of Prediction in org.tribuo.transform

Methods in org.tribuo.transform that return Prediction

Modifier and Type	Method	Description
Prediction<T>	TransformedModel.predict(Example<T> example)

Methods in org.tribuo.transform that return types with arguments of type Prediction

Modifier and Type	Method	Description
List<Prediction<T>>	TransformedModel.predict(Dataset<T> examples)