it.uniroma2.sag.kelp.learningalgorithm

Interface OnlineLearningAlgorithm

All Superinterfaces:

LearningAlgorithm

All Known Implementing Classes:

BudgetedLearningAlgorithm, BudgetedPassiveAggressiveClassification, KernelizedPassiveAggressiveClassification, KernelizedPassiveAggressiveRegression, KernelizedPerceptron, LinearPassiveAggressiveClassification, LinearPassiveAggressiveRegression, LinearPerceptron, PassiveAggressive, PassiveAggressiveClassification, PassiveAggressiveRegression, Perceptron, RandomizedBudgetPerceptron, SoftConfidenceWeightedClassification, Stoptron

public interface OnlineLearningAlgorithm
extends LearningAlgorithm

It is a Machine Learning algorithm which allows an incremental learning strategy, exploiting a single Example at a time

Author:

Simone Filice

Method Summary

Methods

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

Methods inherited from interface it.uniroma2.sag.kelp.learningalgorithm.LearningAlgorithm

duplicate, getLabels, getPredictionFunction, learn, reset, setLabels, setPredictionFunction

Method Detail

learn

Prediction learn(Example example)

Applies the learning process on a single example, updating its current model

Parameters:

example - the instance to be exploited in the learning process

Returns:

the Prediction associated to example before the updating step