README.md

In MatthBogaert/DecorateR: Fit and Deploy DECORATE Trees

DecorateR

DecorateR allows you to build a Binary classification with DECORATE (Diverse Ensemble Creation by Oppositional Relabeling of Artificial Training Examples) (Melville and Mooney, 2005) The DECORATE function builds an ensemble of J48 trees by recursively adding artificial samples of the training data.

Installation

Before you install DecorateR make sure that you have installed rJava and RWeka. Also make sure that R correctly refers to the Java path.

Sys.setenv('JAVA_HOME'="C:/Program Files/Java/jdk-15.0.1/")
if (!require("pacman")) install.packages("pacman")
pacman::p_load(rJava, RWeka)

If rJava and RWeka are correctly installed, you can install the package from CRAN.

pacman::p_load(DecorateR)

To install the development version:

pacman::p_load_current_gh("MatthBogaert/DecorateR")

References

Melville, P., & Mooney, R. J. (2005). Creating diversity in ensembles using artificial data. Information Fusion, 6(1), 99-111.

MatthBogaert/DecorateR documentation built on Dec. 31, 2020, 3:14 p.m.