edu.cmu.minorthird.ui
Class Recommended.VotedPerceptronLearner

java.lang.Object
  edu.cmu.minorthird.classify.BatchClassifierLearner
      edu.cmu.minorthird.classify.BatchVersion
          edu.cmu.minorthird.ui.Recommended.VotedPerceptronLearner

All Implemented Interfaces:

ClassifierLearner, java.lang.Cloneable

Enclosing class:

Recommended

public static class Recommended.VotedPerceptronLearner
extends BatchVersion

Voted perceptron learning following Freund & Schapire. This is a simple learning method which, like SVMs, has a bias towards large-margin linear classifiers.

Reference: Yoav Freund and Robert E. Schapire, Large Margin Classification Using the Perceptron Algorithm, Computational Learning Theory, 1998.

Field Summary

Fields inherited from class edu.cmu.minorthird.classify.BatchClassifierLearner

classifier, dataset

Constructor Summary

Recommended.VotedPerceptronLearner()

Method Summary

Methods inherited from class edu.cmu.minorthird.classify.BatchVersion

batchTrain, getInnerLearner, getNumberOfEpochs, getSchema, setInnerLearner, setNumberOfEpochs, setSchema

Methods inherited from class edu.cmu.minorthird.classify.BatchClassifierLearner

addExample, completeTraining, copy, getClassifier, hasNextQuery, nextQuery, reset, setInstancePool

Methods inherited from class java.lang.Object

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

Constructor Detail

Recommended.VotedPerceptronLearner

public Recommended.VotedPerceptronLearner()