mulan.classifier.transformation
Class AdaBoostMH

java.lang.Object
  mulan.classifier.MultiLabelLearnerBase
      mulan.classifier.transformation.TransformationBasedMultiLabelLearner
          mulan.classifier.transformation.IncludeLabelsClassifier
              mulan.classifier.transformation.AdaBoostMH

All Implemented Interfaces:

Serializable, MultiLabelLearner, TechnicalInformationHandler

public class AdaBoostMH
extends IncludeLabelsClassifier

Implementation of the AdaBoost.MH algorithm based on Weka's AdaBoostM1. For more information, see

Robert E. Schapire, Yoram Singer (2000). BoosTexter: A boosting-based system for text categorization. Machine Learning. 39(2/3):135-168.

BibTeX:

 @article{Schapire2000,
    author = {Robert E. Schapire and Yoram Singer},
    journal = {Machine Learning},
    number = {2/3},
    pages = {135-168},
    title = {BoosTexter: A boosting-based system for text categorization},
    volume = {39},
    year = {2000}
 }
 

Version:

2012.02.27

Author:

Grigorios Tsoumakas

See Also:

Serialized Form

Field Summary

Fields inherited from class mulan.classifier.transformation.IncludeLabelsClassifier

transformed

Fields inherited from class mulan.classifier.transformation.TransformationBasedMultiLabelLearner

baseClassifier

Fields inherited from class mulan.classifier.MultiLabelLearnerBase

featureIndices, labelIndices, numLabels

Constructor Summary

AdaBoostMH()
Default constructor

Method Summary

TechnicalInformation	getTechnicalInformation() Returns an instance of a TechnicalInformation object, containing detailed information about the technical background of this class, e.g., paper reference or book this class is based on.
String	globalInfo() Returns a string describing the classifier.

Methods inherited from class mulan.classifier.transformation.IncludeLabelsClassifier

buildInternal, makePredictionInternal

Methods inherited from class mulan.classifier.transformation.TransformationBasedMultiLabelLearner

getBaseClassifier

Methods inherited from class mulan.classifier.MultiLabelLearnerBase

build, debug, getDebug, isModelInitialized, isUpdatable, makeCopy, makePrediction, setDebug

Methods inherited from class java.lang.Object

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

Constructor Detail

AdaBoostMH

public AdaBoostMH()

Default constructor

Method Detail

getTechnicalInformation

public TechnicalInformation getTechnicalInformation()

Description copied from class: TransformationBasedMultiLabelLearner

Returns an instance of a TechnicalInformation object, containing detailed information about the technical background of this class, e.g., paper reference or book this class is based on.

Specified by:

getTechnicalInformation in interface TechnicalInformationHandler

Overrides:

getTechnicalInformation in class TransformationBasedMultiLabelLearner

Returns:

the technical information about this class

globalInfo

public String globalInfo()

Returns a string describing the classifier.

Overrides:

globalInfo in class TransformationBasedMultiLabelLearner

Returns:

a string description of the classifier