Uses of Interface
it.uniroma2.sag.kelp.predictionfunction.Prediction

Packages that use Prediction

Package	Description
it.uniroma2.sag.kelp.learningalgorithm
it.uniroma2.sag.kelp.learningalgorithm.budgetedAlgorithm
it.uniroma2.sag.kelp.predictionfunction
it.uniroma2.sag.kelp.predictionfunction.classifier
it.uniroma2.sag.kelp.predictionfunction.classifier.multiclass
it.uniroma2.sag.kelp.predictionfunction.regressionfunction
it.uniroma2.sag.kelp.utils
it.uniroma2.sag.kelp.utils.evaluation

Uses of Prediction in it.uniroma2.sag.kelp.learningalgorithm

Methods in it.uniroma2.sag.kelp.learningalgorithm that return Prediction

Modifier and Type	Method and Description
Prediction	OnlineLearningAlgorithm.learn(Example example) Applies the learning process on a single example, updating its current model

Uses of Prediction in it.uniroma2.sag.kelp.learningalgorithm.budgetedAlgorithm

Methods in it.uniroma2.sag.kelp.learningalgorithm.budgetedAlgorithm that return Prediction

Modifier and Type	Method and Description
Prediction	BudgetedLearningAlgorithm.learn(Example example)
protected Prediction	Stoptron.predictAndLearnWithAvailableBudget(Example example)
protected Prediction	RandomizedBudgetPerceptron.predictAndLearnWithAvailableBudget(Example example)
protected abstract Prediction	BudgetedLearningAlgorithm.predictAndLearnWithAvailableBudget(Example example)
protected Prediction	Stoptron.predictAndLearnWithFullBudget(Example example)
protected Prediction	RandomizedBudgetPerceptron.predictAndLearnWithFullBudget(Example example)
protected abstract Prediction	BudgetedLearningAlgorithm.predictAndLearnWithFullBudget(Example example) Learns from a single example applying a specific policy that must be adopted when the budget is reached

Uses of Prediction in it.uniroma2.sag.kelp.predictionfunction

Classes in it.uniroma2.sag.kelp.predictionfunction that implement Prediction

Modifier and Type	Class and Description
class	SequencePrediction It is a output provided by a machine learning systems on a sequence.

Methods in it.uniroma2.sag.kelp.predictionfunction that return Prediction

Modifier and Type	Method and Description
Prediction	PredictionFunction.predict(Example example)

Uses of Prediction in it.uniroma2.sag.kelp.predictionfunction.classifier

Subinterfaces of Prediction in it.uniroma2.sag.kelp.predictionfunction.classifier

Modifier and Type	Interface and Description
interface	ClassificationOutput It is a generic output provided by a classifier

Classes in it.uniroma2.sag.kelp.predictionfunction.classifier that implement Prediction

Modifier and Type	Class and Description
class	BinaryMarginClassifierOutput It is the output provided by binary margin classifiers like the ones trained with SVM or perceptron based learning algorithms.

Uses of Prediction in it.uniroma2.sag.kelp.predictionfunction.classifier.multiclass

Classes in it.uniroma2.sag.kelp.predictionfunction.classifier.multiclass that implement Prediction

Modifier and Type	Class and Description
class	MultiLabelClassificationOutput It is the output provided by a multi label classifier.
class	OneVsAllClassificationOutput It is the output provided by a classifier operating in a one-vs-all schema.
class	OneVsOneClassificationOutput

Uses of Prediction in it.uniroma2.sag.kelp.predictionfunction.regressionfunction

Subinterfaces of Prediction in it.uniroma2.sag.kelp.predictionfunction.regressionfunction

Modifier and Type	Interface and Description
interface	RegressionOutput It is the output of a generic Regressor

Classes in it.uniroma2.sag.kelp.predictionfunction.regressionfunction that implement Prediction

Modifier and Type	Class and Description
class	UnivariateRegressionOutput It is the output of a univariate regression prediction function.

Uses of Prediction in it.uniroma2.sag.kelp.utils

Methods in it.uniroma2.sag.kelp.utils that return types with arguments of type Prediction

Modifier and Type	Method and Description
static List<Prediction>	ExperimentUtils.test(PredictionFunction predictionFunction, Evaluator evaluator, Dataset testset) Evaluates a prediction function over a testset

Uses of Prediction in it.uniroma2.sag.kelp.utils.evaluation

Methods in it.uniroma2.sag.kelp.utils.evaluation with parameters of type Prediction

Modifier and Type	Method and Description
void	MulticlassSequenceClassificationEvaluator.addCount(Example test, Prediction prediction)
void	RegressorEvaluator.addCount(Example test, Prediction prediction)
void	MulticlassClassificationEvaluator.addCount(Example test, Prediction prediction)
abstract void	Evaluator.addCount(Example test, Prediction predicted) This method should be implemented in the subclasses to update counters useful to compute the performance measure
void	BinaryClassificationEvaluator.addCount(Example test, Prediction prediction)