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multiBoostAB

Class for boosting a classifier using the MultiBoosting method. MultiBoosting is an extension to the highly successful AdaBoost technique for forming decision committees. MultiBoosting can be viewed as combining AdaBoost with wagging. It is able to harness both AdaBoost's high bias and variance reduction with wagging's superior variance reduction. Using C4.5 as the base learning algorithm, Multi-boosting is demonstrated to produce decision committees with lower error than either AdaBoost or wagging significantly more often than the reverse over a large representative cross-section of UCI data sets. It offers the further advantage over AdaBoost of suiting parallel execution. For more information, see Geoffrey I. Webb (2000). MultiBoosting: A Technique for Combining Boosting and Wagging. Machine Learning. Vol.40(No.2).

License

License
Categories

Categories

Weka Business Logic Libraries Machine Learning
GroupId

GroupId

nz.ac.waikato.cms.weka
ArtifactId

ArtifactId

multiBoostAB
Last Version

Last Version

1.0.2
Release Date

Release Date
Type

Type

jar
Description

Description

multiBoostAB
Class for boosting a classifier using the MultiBoosting method. MultiBoosting is an extension to the highly successful AdaBoost technique for forming decision committees. MultiBoosting can be viewed as combining AdaBoost with wagging. It is able to harness both AdaBoost's high bias and variance reduction with wagging's superior variance reduction. Using C4.5 as the base learning algorithm, Multi-boosting is demonstrated to produce decision committees with lower error than either AdaBoost or wagging significantly more often than the reverse over a large representative cross-section of UCI data sets. It offers the further advantage over AdaBoost of suiting parallel execution. For more information, see Geoffrey I. Webb (2000). MultiBoosting: A Technique for Combining Boosting and Wagging. Machine Learning. Vol.40(No.2).
Project URL

Project URL

http://weka.sourceforge.net/doc.packages/multiBoostAB
Project Organization

Project Organization

University of Waikato, Hamilton, NZ

Download multiBoostAB

Filename Size
multiBoostAB-1.0.2.pom
multiBoostAB-1.0.2.jar 7 KB
multiBoostAB-1.0.2-tests.jar 4 KB
multiBoostAB-1.0.2-test-sources.jar 1 KB
multiBoostAB-1.0.2-sources.jar 4 KB
multiBoostAB-1.0.2-javadoc.jar 28 KB
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How to add to project

<!-- https://jarcasting.com/artifacts/nz.ac.waikato.cms.weka/multiBoostAB/ -->
<dependency>
    <groupId>nz.ac.waikato.cms.weka</groupId>
    <artifactId>multiBoostAB</artifactId>
    <version>1.0.2</version>
</dependency>
// https://jarcasting.com/artifacts/nz.ac.waikato.cms.weka/multiBoostAB/
implementation 'nz.ac.waikato.cms.weka:multiBoostAB:1.0.2'
// https://jarcasting.com/artifacts/nz.ac.waikato.cms.weka/multiBoostAB/
implementation ("nz.ac.waikato.cms.weka:multiBoostAB:1.0.2")
'nz.ac.waikato.cms.weka:multiBoostAB:jar:1.0.2'
<dependency org="nz.ac.waikato.cms.weka" name="multiBoostAB" rev="1.0.2">
  <artifact name="multiBoostAB" type="jar" />
</dependency>
@Grapes(
@Grab(group='nz.ac.waikato.cms.weka', module='multiBoostAB', version='1.0.2')
)
libraryDependencies += "nz.ac.waikato.cms.weka" % "multiBoostAB" % "1.0.2"
[nz.ac.waikato.cms.weka/multiBoostAB "1.0.2"]

Dependencies

compile (1)

Group / Artifact Type Version
nz.ac.waikato.cms.weka : weka-dev jar [3.7.1,)

test (2)

Group / Artifact Type Version
nz.ac.waikato.cms.weka : weka-dev test-jar [3.7.1,)
junit : junit jar 3.8.2

Project Modules

There are no modules declared in this project.

Versions

Version
1.0.2
1.0.1