spark-MDLP-discretization (homepage)

Spark implementation of Fayyad's discretizer based on Minimum Description Length Principle (MDLP)

@sramirez / (7)

This method implements Fayyad's discretizer based on Minimum Description Length Principle (MDLP) in order to treat non discrete datasets from a distributed perspective. It supports sparse data, parallel-processing of attributes, etc.


Tags

  • 2|mllib
  • 2|discretization
  • 1|machine learning
  • 1|MDLP
  • 1|Fayyad
  • 1|feature

How to

Include this package in your Spark Applications using:

spark-shell, pyspark, or spark-submit

> $SPARK_HOME/bin/spark-shell --packages sramirez:spark-MDLP-discretization:1.2.1

sbt

If you use the sbt-spark-package plugin, in your sbt build file, add:

spDependencies += "sramirez/spark-MDLP-discretization:1.2.1"

Otherwise,

resolvers += "Spark Packages Repo" at "http://dl.bintray.com/spark-packages/maven"

libraryDependencies += "sramirez" % "spark-MDLP-discretization" % "1.2.1"

Maven

In your pom.xml, add:
<dependencies>
  <!-- list of dependencies -->
  <dependency>
    <groupId>sramirez</groupId>
    <artifactId>spark-MDLP-discretization</artifactId>
    <version>1.2.1</version>
  </dependency>
</dependencies>
<repositories>
  <!-- list of other repositories -->
  <repository>
    <id>SparkPackagesRepo</id>
    <url>http://dl.bintray.com/spark-packages/maven</url>
  </repository>
</repositories>

Releases

Version: 1.2.1 ( 039aa0 | zip | jar ) / Date: 2016-04-26 / License: Apache-2.0 / Scala version: 2.10

Version: 1.2 ( 09c4f1 | zip | jar ) / Date: 2016-02-23 / License: Apache-2.0 / Scala version: 2.10

Version: 1.1 ( a1e776 | zip | jar ) / Date: 2015-12-04 / License: Apache-2.0 / Scala version: 2.10

Spark Scala/Java API compatibility: 1.0.0 - 12% , 1.1.0 - 48% , 1.2.0 - 53% , 1.3.0 - 61% , 1.4.0 - 61% , 1.5.0 - 100%

Version: 1.0 ( 6b2f9a | zip | jar ) / Date: 2015-07-17 / License: Apache-2.0 / Scala version: 2.10

Spark Scala/Java API compatibility: 1.0.0 - 14% , 1.1.0 - 57% , 1.2.0 - 91% , 1.3.0 - 100% , 1.4.0 - 100%

Version: 0.1 ( 9ed6e8 | zip | jar ) / Date: 2015-04-27 / License: Apache-2.0 / Scala version: 2.10

Spark Scala/Java API compatibility: 1.0.0 - 14% , 1.1.0 - 57% , 1.2.0 - 91% , 1.3.0 - 100%