conjunctiveRule

This class implements a single conjunctive rule learner that can predict for numeric and nominal class labels. A rule consists of antecedents "AND"ed together and the consequent (class value) for the classification/regression. In this case, the consequent is the distribution of the available classes (or mean for a numeric value) in the dataset. If the test instance is not covered by this rule, then it's predicted using the default class distributions/value of the data not covered by the rule in the training data.This learner selects an antecedent by computing the Information Gain of each antecendent and prunes the generated rule using Reduced Error Prunning (REP) or simple pre-pruning based on the number of antecedents. For classification, the Information of one antecedent is the weighted average of the entropies of both the data covered and not covered by the rule. For regression, the Information is the weighted average of the mean-squared errors of both the data covered and not covered by the rule. In pruning, weighted average of the accuracy rates on the pruning data is used for classification while the weighted average of the mean-squared errors on the pruning data is used for regression.

License	GNU General Public License 3
Categories	Weka Business Logic Libraries Machine Learning
GroupId	nz.ac.waikato.cms.weka
ArtifactId	conjunctiveRule
Last Version	1.0.4
Release Date	Apr 29, 2014
Type	jar
Description	conjunctiveRule This class implements a single conjunctive rule learner that can predict for numeric and nominal class labels. A rule consists of antecedents "AND"ed together and the consequent (class value) for the classification/regression. In this case, the consequent is the distribution of the available classes (or mean for a numeric value) in the dataset. If the test instance is not covered by this rule, then it's predicted using the default class distributions/value of the data not covered by the rule in the training data.This learner selects an antecedent by computing the Information Gain of each antecendent and prunes the generated rule using Reduced Error Prunning (REP) or simple pre-pruning based on the number of antecedents. For classification, the Information of one antecedent is the weighted average of the entropies of both the data covered and not covered by the rule. For regression, the Information is the weighted average of the mean-squared errors of both the data covered and not covered by the rule. In pruning, weighted average of the accuracy rates on the pruning data is used for classification while the weighted average of the mean-squared errors on the pruning data is used for regression.
Project URL	http://weka.sourceforge.net/doc.packages/conjunctiveRule
Project Organization	University of Waikato, Hamilton, NZ
Source Code Management	https://svn.cms.waikato.ac.nz/svn/weka/tags/conjunctiveRule-1.0.4

Download conjunctiveRule

Filename	Size
conjunctiveRule-1.0.4.pom
conjunctiveRule-1.0.4.jar	21 KB
conjunctiveRule-1.0.4-tests.jar	4 KB
conjunctiveRule-1.0.4-test-sources.jar	1 KB
conjunctiveRule-1.0.4-sources.jar	12 KB
conjunctiveRule-1.0.4-javadoc.jar	30 KB

How to add to project

Apache Maven

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

Gradle Groovy

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

Gradle Kotlin

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

Apache Buildr

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

Apache Ivy

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

Groovy Grape

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

Scala SBT

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

Leiningen

[nz.ac.waikato.cms.weka/conjunctiveRule "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 Apr 29, 2014
1.0.2 Apr 26, 2012
1.0.1 Apr 24, 2012