JarCasting
JarCasting JarCasting

decorate

DECORATE is a meta-learner for building diverse ensembles of classifiers by using specially constructed artificial training examples. Comprehensive experiments have demonstrated that this technique is consistently more accurate than the base classifier, Bagging and Random Forests. Decorate also obtains higher accuracy than Boosting on small training sets, and achieves comparable performance on larger training sets. For more details see: P. Melville, R. J. Mooney: Constructing Diverse Classifier Ensembles Using Artificial Training Examples. In: Eighteenth International Joint Conference on Artificial Intelligence, 505-510, 2003; P. Melville, R. J. Mooney (2004). Creating Diversity in Ensembles Using Artificial Data. Information Fusion: Special Issue on Diversity in Multiclassifier Systems.

License

License
Categories

Categories

Weka Business Logic Libraries Machine Learning
GroupId

GroupId

nz.ac.waikato.cms.weka
ArtifactId

ArtifactId

decorate
Last Version

Last Version

1.0.3
Release Date

Release Date
Type

Type

jar
Description

Description

decorate
DECORATE is a meta-learner for building diverse ensembles of classifiers by using specially constructed artificial training examples. Comprehensive experiments have demonstrated that this technique is consistently more accurate than the base classifier, Bagging and Random Forests. Decorate also obtains higher accuracy than Boosting on small training sets, and achieves comparable performance on larger training sets. For more details see: P. Melville, R. J. Mooney: Constructing Diverse Classifier Ensembles Using Artificial Training Examples. In: Eighteenth International Joint Conference on Artificial Intelligence, 505-510, 2003; P. Melville, R. J. Mooney (2004). Creating Diversity in Ensembles Using Artificial Data. Information Fusion: Special Issue on Diversity in Multiclassifier Systems.
Project URL

Project URL

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

Project Organization

University of Waikato, Hamilton, NZ

Download decorate

Filename Size
decorate-1.0.3.pom
decorate-1.0.3.jar 11 KB
decorate-1.0.3-tests.jar 4 KB
decorate-1.0.3-test-sources.jar 1 KB
decorate-1.0.3-sources.jar 7 KB
decorate-1.0.3-javadoc.jar 29 KB
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How to add to project

<!-- https://jarcasting.com/artifacts/nz.ac.waikato.cms.weka/decorate/ -->
<dependency>
    <groupId>nz.ac.waikato.cms.weka</groupId>
    <artifactId>decorate</artifactId>
    <version>1.0.3</version>
</dependency>
// https://jarcasting.com/artifacts/nz.ac.waikato.cms.weka/decorate/
implementation 'nz.ac.waikato.cms.weka:decorate:1.0.3'
// https://jarcasting.com/artifacts/nz.ac.waikato.cms.weka/decorate/
implementation ("nz.ac.waikato.cms.weka:decorate:1.0.3")
'nz.ac.waikato.cms.weka:decorate:jar:1.0.3'
<dependency org="nz.ac.waikato.cms.weka" name="decorate" rev="1.0.3">
  <artifact name="decorate" type="jar" />
</dependency>
@Grapes(
@Grab(group='nz.ac.waikato.cms.weka', module='decorate', version='1.0.3')
)
libraryDependencies += "nz.ac.waikato.cms.weka" % "decorate" % "1.0.3"
[nz.ac.waikato.cms.weka/decorate "1.0.3"]

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
1.0.3
1.0.2