decorate 1.0.3

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	GNU General Public License 3
Categories	Weka Business Logic Libraries Machine Learning
GroupId	nz.ac.waikato.cms.weka
ArtifactId	decorate
Version	1.0.3
Type	jar
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	http://weka.sourceforge.net/doc.packages/decorate
Project Organization	University of Waikato, Hamilton, NZ

Download decorate 1.0.3

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

Apache Maven

<!-- 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>

Gradle Groovy

// https://jarcasting.com/artifacts/nz.ac.waikato.cms.weka/decorate/
implementation 'nz.ac.waikato.cms.weka:decorate:1.0.3'

Gradle Kotlin

// https://jarcasting.com/artifacts/nz.ac.waikato.cms.weka/decorate/
implementation ("nz.ac.waikato.cms.weka:decorate:1.0.3")

Apache Buildr

'nz.ac.waikato.cms.weka:decorate:jar:1.0.3'

Apache Ivy

<dependency org="nz.ac.waikato.cms.weka" name="decorate" rev="1.0.3">
  <artifact name="decorate" type="jar" />
</dependency>

Groovy Grape

@Grapes(
@Grab(group='nz.ac.waikato.cms.weka', module='decorate', version='1.0.3')
)

Scala SBT

libraryDependencies += "nz.ac.waikato.cms.weka" % "decorate" % "1.0.3"

Leiningen

[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.