Fit and Deploy DECORATE Trees

DECORATE (Diverse Ensemble Creation by Oppositional Relabeling of Artificial Training Examples) builds an ensemble of J48 trees by recursively adding artificial samples of the training data ("Melville, P., & Mooney, R. J. (2005) ").


Planned changes in the next version:

  • add Rcpp code to make code more efficient.
  • add variable importances.

Change log:

  • Version 0.1.1: February 2017
  • Bug fix with NA values when creating artificial samples.
  • Version 0.1.0: February 2017
  • Package submitted to CRAN with main functions DECORATE and predict.

Reference manual

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0.1.2 by Matthias Bogaert, a year ago

Browse source code at

Authors: Matthias Bogaert

Documentation:   PDF Manual  

GPL (>= 2) license

Imports RWeka, RWekajars, rJava, stats

See at CRAN