oneClassClassifier

Performs one-class classification on a dataset. Classifier reduces the class being classified to just a single class, and learns the datawithout using any information from other classes. The testing stage will classify as 'target'or 'outlier' - so in order to calculate the outlier pass rate the dataset must contain informationfrom more than one class. Also, the output varies depending on whether the label 'outlier' exists in the instances usedto build the classifier. If so, then 'outlier' will be predicted, if not, then the label willbe considered missing when the prediction does not favour the target class. The 'outlier' classwill not be used to build the model if there are instances of this class in the dataset. It cansimply be used as a flag, you do not need to relabel any classes. For more information, see: Kathryn Hempstalk, Eibe Frank, Ian H. Witten: One-Class Classification by Combining Density and Class Probability Estimation. In: Proceedings of the 12th European Conference on Principles and Practice of Knowledge Discovery in Databases and 19th European Conference on Machine Learning, ECMLPKDD2008, Berlin, 505--519, 2008.

License	GNU General Public License 3
Categories	Weka Business Logic Libraries Machine Learning
GroupId	nz.ac.waikato.cms.weka
ArtifactId	oneClassClassifier
Last Version	1.0.4
Release Date	May 14, 2013
Type	jar
Description	oneClassClassifier Performs one-class classification on a dataset. Classifier reduces the class being classified to just a single class, and learns the datawithout using any information from other classes. The testing stage will classify as 'target'or 'outlier' - so in order to calculate the outlier pass rate the dataset must contain informationfrom more than one class. Also, the output varies depending on whether the label 'outlier' exists in the instances usedto build the classifier. If so, then 'outlier' will be predicted, if not, then the label willbe considered missing when the prediction does not favour the target class. The 'outlier' classwill not be used to build the model if there are instances of this class in the dataset. It cansimply be used as a flag, you do not need to relabel any classes. For more information, see: Kathryn Hempstalk, Eibe Frank, Ian H. Witten: One-Class Classification by Combining Density and Class Probability Estimation. In: Proceedings of the 12th European Conference on Principles and Practice of Knowledge Discovery in Databases and 19th European Conference on Machine Learning, ECMLPKDD2008, Berlin, 505--519, 2008.
Project URL	http://weka.sourceforge.net/doc.packages/oneClassClassifier
Project Organization	University of Waikato, Hamilton, NZ
Source Code Management	https://svn.cms.waikato.ac.nz/svn/weka/tags/oneClassClassifier-1.0.4

Download oneClassClassifier

Filename	Size
oneClassClassifier-1.0.4.pom
oneClassClassifier-1.0.4.jar	35 KB
oneClassClassifier-1.0.4-tests.jar	4 KB
oneClassClassifier-1.0.4-test-sources.jar	1 KB
oneClassClassifier-1.0.4-sources.jar	36 KB
oneClassClassifier-1.0.4-javadoc.jar	130 KB

How to add to project

Apache Maven

<!-- https://jarcasting.com/artifacts/nz.ac.waikato.cms.weka/oneClassClassifier/ -->
<dependency>
    <groupId>nz.ac.waikato.cms.weka</groupId>
    <artifactId>oneClassClassifier</artifactId>
    <version>1.0.4</version>
</dependency>

Gradle Groovy

// https://jarcasting.com/artifacts/nz.ac.waikato.cms.weka/oneClassClassifier/
implementation 'nz.ac.waikato.cms.weka:oneClassClassifier:1.0.4'

Gradle Kotlin

// https://jarcasting.com/artifacts/nz.ac.waikato.cms.weka/oneClassClassifier/
implementation ("nz.ac.waikato.cms.weka:oneClassClassifier:1.0.4")

Apache Buildr

'nz.ac.waikato.cms.weka:oneClassClassifier:jar:1.0.4'

Apache Ivy

<dependency org="nz.ac.waikato.cms.weka" name="oneClassClassifier" rev="1.0.4">
  <artifact name="oneClassClassifier" type="jar" />
</dependency>

Groovy Grape

@Grapes(
@Grab(group='nz.ac.waikato.cms.weka', module='oneClassClassifier', version='1.0.4')
)

Scala SBT

libraryDependencies += "nz.ac.waikato.cms.weka" % "oneClassClassifier" % "1.0.4"

Leiningen

[nz.ac.waikato.cms.weka/oneClassClassifier "1.0.4"]

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
1.0.4 May 14, 2013
1.0.3 Apr 26, 2012
1.0.2 Apr 24, 2012