nz.ac.waikato.cms.weka:decorate 1.0.2

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.

Categories	Weka Business Logic Libraries Machine Learning
GroupId	nz.ac.waikato.cms.weka
ArtifactId	decorate
Version	1.0.2
Type	jar

Download decorate 1.0.2

Filename	Size
decorate-1.0.2.pom
decorate-1.0.2.jar	11 KB
decorate-1.0.2-tests.jar	4 KB
decorate-1.0.2-test-sources.jar	1 KB
decorate-1.0.2-sources.jar	7 KB
decorate-1.0.2-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>1.0.2</version>
</dependency>

Gradle Groovy

// https://jarcasting.com/artifacts/nz.ac.waikato.cms.weka/decorate/
implementation 'nz.ac.waikato.cms.weka:decorate:1.0.2'

Gradle Kotlin

// https://jarcasting.com/artifacts/nz.ac.waikato.cms.weka/decorate/
implementation ("nz.ac.waikato.cms.weka:decorate:1.0.2")

Apache Buildr

'nz.ac.waikato.cms.weka:decorate:jar:1.0.2'

Apache Ivy

<dependency org="nz.ac.waikato.cms.weka" name="decorate" rev="1.0.2">
  <artifact name="decorate" type="jar" />
</dependency>

Groovy Grape

@Grapes(
@Grab(group='nz.ac.waikato.cms.weka', module='decorate', version='1.0.2')
)

Scala SBT

libraryDependencies += "nz.ac.waikato.cms.weka" % "decorate" % "1.0.2"

Leiningen

[nz.ac.waikato.cms.weka/decorate "1.0.2"]